Visualizing Data

Overview

ggplot2 package simplifies the creation of plots using data frames. This is the next step in the tidyverse workflow.

This package offers a streamlined interface for defining variables to plot, configuring their display, and adjusting visual attributes. Consequently, adapting to changes in the data or transitioning between plot types requires only minimal modifications. This feature facilitates the creation of high-quality plots suitable for publication with minimal manual adjustments.

ggplot prefers data in the “long” format, where each dimension occupies a column and each observation corresponds to a row. Structuring data in this manner (discussed previously) enhances efficiency when generating figures with ggplot.

We will be using an extended version of the Metabric data set (from the assignment) in which columns have been added for the mRNA expression values for selected genes, including estrogen receptor alpha (ESR1), progesterone receptor (PGR), GATA3 and FOXA1.

library(tidyverse)
metabric <- read_csv("data/metabric/clinical_and_expression_data.csv")

Building a Basic Plot

The construction of ggplot graphics is incremental, allowing for the addition of new elements in layers. This approach grants users extensive flexibility and customization options, enabling the creation of tailored plots to suit specific needs.

To build a ggplot, any of the following basic templates can be used for different types of plots. My preferred choice is the one highlighted in pink, which will be consistently used in subsequent examples.

Three things are required for a ggplot:

1. The data

We first specify the data frame that contains the relevant data to create a plot. Here we are sending the metabric dataset to the ggplot() function.

# render plot background
metabric |> ggplot()

This command results in an empty gray panel. We must specify how various columns of the data frame should be depicted in the plot.

2. Aesthetics aes()

Next, we specify the columns in the data we want to map to visual properties (called aesthetics or aes in ggplot2). e.g. the columns for x values, y values and colours.

Since we are interested in generating a scatter plot, each point will have an x and a y coordinate. Therefore, we need to specify the x-axis to represent the year and y-axis to represent the count.

metabric |> ggplot(aes(x = GATA3, y = ESR1))

This results in a plot which includes the grid lines, the variables and the scales for x and y axes. However, the plot is empty or lacks data points.

3. Geometric Representation geom_()

Finally, we specify the type of plot (the geom). There are different types of geoms:

	geom_blank() draws an empty plot.
	geom_segment() draws a straight line. geom_vline() draws a vertical line and geom_hline() draws a horizontal line.
	geom_curve() draws a curved line.
	geom_line()/geom_path() makes a line plot. geom_line() connects points from left to right and geom_path() connects points in the order they appear in the data.
	geom_point() produces a scatterplot.
	geom_jitter() adds a small amount of random noise to the points in a scatter plot.
	geom_dotplot() produces a dot plot.
	geom_smooth() adds a smooth trend line to a plot.
	geom_quantile() draws fitted quantile with lines (a scatter plot with regressed quantiles).
	geom_density() creates a density plot.
	geom_histogram() produces a histogram.
	geom_bar() makes a bar chart. Height of the bar is proportional to the number of cases in each group.
	geom_col() makes a bar chart. Height of the bar is proportional to the values in data.
	geom_boxplot() produces a box plot.
	geom_violin() creates a violin plot.
	geom_ribbon() produces a ribbon (y interval defined line).
	geom_area() draws an area plot, which is a line plot filled to the y-axis (filled lines).
	geom_rect(), geom_tile() and geom_raster() draw rectangles.
	geom_polygon() draws polygons, which are filled paths.
	geom_text() adds text to a plot.
	geom_text() adds label to a plot.

The range of geoms available in ggplot2 can be obtained by navigating to the ggplot2 package in the Packages tab pane in RStudio (bottom right-hand corner) and scrolling down the list of functions sorted alphabetically to the geom_... functions.

Since we are interested in creating a scatter plot, the geometric representation of the data will be in point form. Therefore we use the geom_point() function.

To plot the expression of estrogen receptor alpha (ESR1) against that of the transcription factor, GATA3:

metabric |> ggplot(aes(x = GATA3, y = ESR1)) + geom_point() 

Notice that we use the + sign to add a layer of points to the plot. This concept bears resemblance to Adobe Photoshop, where layers of images can be rearranged and edited independently. In ggplot, each layer is added over the plot in accordance with its position in the code using the + sign.

A note about |> and +

ggplot2 package was developed prior to the introduction of the pipe operator. In ggplot2, the + sign functions analogously to the pipe operator in other tidyverse functions, enabling code to be written from left to right.

Customizing Plots

Adding Colour

The above plot could be made more informative. For instance, the additional information regarding the ER status (i.e., ER_IHC column) could be incorporated into the plot. To do this, we can utilize aes() and specify which column in the metabric data frame should be represented as the color of the points.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = ER_IHC)) 

Notice that we specify the colour = ER_IHC argument in the aes() mapping inside the geom_() function instead of ggplot() function. Aesthetic mappings can be set in both ggplot() and individual geom() layers and we will discuss the difference in the Section: Adding Layers.

To colour points based on a continuous variable, for example: Nottingham prognostic index (NPI):

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = NPI)) 

In ggplot2, a color scale is used for continuous variables, while discrete or categorical values are represented using discrete colors.

Note that some patient samples lack expression values, leading ggplot2 to remove those points with missing values for ESR1 and GATA3.

Adding Shape

Let’s add shape to points.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) + 
  geom_point(aes(shape = THREEGENE))

Warning: Removed 209 rows containing missing values or values outside the scale range
(`geom_point()`).

Note that some patient samples have not been classified and ggplot has removed those points with missing values for the three-gene classifier.

Some aesthetics like shape can only be used with categorical variables:

metabric |> ggplot() +
  geom_point(aes(x = GATA3, y = ESR1, shape = SURVIVAL_TIME))

Error in `geom_point()`:
! Problem while computing aesthetics.
ℹ Error occurred in the 1st layer.
Caused by error in `scale_f()`:
! A continuous variable cannot be mapped to the shape aesthetic.
ℹ Choose a different aesthetic or use `scale_shape_binned()`.

The shape argument allows you to customize the appearance of all data points by assigning an integer associated with predefined shapes shown below:

To use asterix instead of points in the plot:

metabric |> ggplot(aes(x = GATA3, y = ESR1)) + 
  geom_point(shape = 8)

It would be useful to be able to change the shape of all the points. We can do so by setting the size to a single value rather than mapping it to one of the variables in the data set - this has to be done outside the aesthetic mappings (i.e. outside the aes() bit) as above.

Aesthetic Setting vs. Mapping

Instead of mapping an aesthetic property to a variable, you can set it to a single value by specifying it in the layer parameters (outside aes()). We map an aesthetic to a variable (e.g., aes(shape = THREEGENE)) or set it to a constant (e.g., shape = 8). If you want appearance to be governed by a variable in your data frame, put the specification inside aes(); if you want to override the default size or colour, put the value outside of aes().

# size outside aes()
metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(shape = 8)
# size inside aes()
metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(shape = THREEGENE))

Warning: Removed 209 rows containing missing values or values outside the scale range
(`geom_point()`).

The above plots are created with similar code, but have rather different outputs. The first plot sets the size to a value and the second plot maps (not sets) the size to the three-gene classifier variable.

It is usually preferable to use colours to distinguish between different categories but sometimes colour and shape are used together when we want to show which group a data point belongs to in two different categorical variables.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = CLAUDIN_SUBTYPE, shape = THREEGENE))

Warning: Removed 209 rows containing missing values or values outside the scale range
(`geom_point()`).

Adding Size and Transparency

We can adjust the size and/or transparency of the points.

Let’s first increase the size of points.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = CLAUDIN_SUBTYPE), size = 2)

Note that here we add the size argument outside of the the aesthetic mapping.

Size is not usually a good aesthetic to map to a variable and hence is not advised.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = CLAUDIN_SUBTYPE, size = ER_IHC))

Warning: Using size for a discrete variable is not advised.

Because this value is discrete, the default size scale uses evenly spaced sizes for points categorized on ER status.

Transparency can be useful when we have a large number of points as we can more easily tell when points are overlaid, but like size, it is not usually mapped to a variable and sits outside the aes().

Let’s change the transparency of points.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = THREEGENE), alpha = 0.5) 

Adding Layers

We can add another layer to this plot using a different geometric representation (or geom_ function) we discussed previously.

Let’s add trend lines to this plot using the geom_smooth() function which provide a summary of the data.

metabric |> ggplot() +
  geom_point(aes(x = GATA3, y = ESR1)) +
  geom_smooth(aes(x = GATA3, y = ESR1))

`geom_smooth()` using method = 'gam' and formula = 'y ~ s(x, bs = "cs")'

Note that the shaded area surrounding blue line represents the standard error bounds on the fitted model.

There is some annoying duplication of code used to create this plot. We’ve repeated the exact same aesthetic mapping for both geoms. We can avoid this by putting the mappings in the ggplot() function instead.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point() +
  geom_smooth()

Geom layers specified earlier in the command are drawn first, preceding subsequent geom layers. The sequence of geom layers specified in the command determines their order of appearance in the plot.

If you switch the order of the geom_point() and geom_smooth() functions above, you’ll notice a change in the regression line. Specifically, the regression line will now be plotted underneath the points.

Let’s make the plot look a bit prettier by reducing the size of the points and making them transparent. We’re not mapping size or alpha to any variables, just setting them to constant values, and we only want these settings to apply to the points, so we set them inside geom_point().

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(size = 0.5, alpha = 0.5) +
  geom_smooth() 

`geom_smooth()` using method = 'gam' and formula = 'y ~ s(x, bs = "cs")'

Aesthetic Specifications in Plot vs. Layers

Aesthetic mappings can be provided either in the initial ggplot() call, in individual layers, or through a combination of both approaches. When there’s only one layer in the plot, the method used to specify aesthetics doesn’t impact the result.

# colour argument inside ggplot()
metabric |> ggplot(aes(x = GATA3, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.5, alpha = 0.5) +
  geom_smooth() 
# colour argument inside geom_point()
metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = ER_IHC), size = 0.5, alpha = 0.5) +
  geom_smooth() 

In the left plot, since we specified the colour (i.e., colour = ER_IHC) inside the ggplot() function, the geom_smooth() function will fit regression lines for each type of ER status and will have coloured regression lines as shown above. This is because, when aesthetic mappings are defined in ggplot(), at the global level, they’re passed down to each of the subsequent geom layers of the plot.

If we want to add colour only to the points and fit a regression line across all points, we could specify the colour inside geom_point() function (i.e., right plot).

Suppose you’ve spent a bit of time getting your scatter plot just right and decide to add another layer but you’re a bit worried about interfering with the code you so lovingly crafted, you can set the inherit.aes option to FALSE and set the aesthetic mappings explicitly for your new layer.

metabric |> ggplot(aes(x = GATA3, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.5, alpha = 0.5) +
  geom_smooth(aes(x = GATA3, y = ESR1), inherit.aes = FALSE)

`geom_smooth()` using method = 'gam' and formula = 'y ~ s(x, bs = "cs")'

Coordinate Space

ggplot automatically selects the scale and type of coordinate space for each axis. The majority of plots utilize Cartesian coordinate space, characterized by linear x and y scales.

We can change the axes limits as follows:

# assign a variable to the plot
gata_esrp <- metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = ER_IHC), size = 0.5, alpha = 0.5) +
  geom_smooth() 

# change both x and y axes
gata_esrp + lims(x = c(0, 13), y = c(0, 14))
# change x axis
gata_esrp + xlim(0, NA)  
# change x axis
gata_esrp + ylim(0, 13)

When modifying the x-axis limit above, we assigned the upper limit as NA. You can leave one value as NA if you wish to calculate the corresponding limit from the range of the data.

Notice that we assigned a variable named gata_esrp to our plot and modify it by adding labels. In ggplot, you have the flexibility to assign a variable to plot and then modify it by adding layers to the plot. This approach allows you to progressively build up your visualization, incorporating various elements to convey the desired information effectively.

lims()/xlim()/ylim() vs. coord_cartesian()

When you set the limits using any of the lims()/xlim()/ylim() functions, it discards all data points outside the specified range. Consequently, the regression line is computed across the remaining data points. In contrast, coord_cartesian() adjust limits without discarding the data, thus offering a visual zoom effect.

gata_esrp + ylim(7, 10)
gata_esrp + coord_cartesian(ylim = c(7, 10))

Axis Labels

By default, ggplot use the column names specified inside the aes() as the axis labels. We can change this using the xlab() and ylab() functions.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = ER_IHC), size = 0.5, alpha = 0.5) +
  geom_smooth() +
  xlab("GATA3 Expression") +
  ylab("ESR1 Expression")

Customizing Plots

You can customize plots to include a title, a subtitle, a caption or a tag.

To add a title and/or subtitle:

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = ER_IHC), size = 0.5, alpha = 0.5) +
  geom_smooth() +
  ggtitle(
    label = "Expression of estrogen receptor alpha against the transcription factor",
    subtitle = "ESR1 vs GATA3")

We can use the labs() function to add a title and additional information.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = ER_IHC), size = 0.5, alpha = 0.5) +
  geom_smooth() +
  labs(
    title = "Expression of estrogen receptor alpha against the transcription factor",
    subtitle = "ESR1 vs GATA3",
    caption = "This is a caption",
    tag = "Figure 1",
    y = "ESR1 Expression")

Themes

Themes control the overall appearance of the plot, including background color, grid lines, axis labels, and text styles. ggplot offers several built-in themes, and you can also create custom themes to match your preferences or the requirements of your publication. The default theme has a grey background.

gata_esrp <- metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = ER_IHC), size = 0.5, alpha = 0.5) +
  geom_smooth() 

gata_esrp + theme_bw()

`geom_smooth()` using method = 'gam' and formula = 'y ~ s(x, bs = "cs")'

Try these themes yourselves: theme_classic(), theme_dark(), theme_grey() (default), theme_light(), theme_linedraw(), theme_minimal(), theme_void() and theme_test().

Facets

To enhance readability and clarity, we can break the above plot into sub-plots, called faceting. Facets are commonly used to split a plot into multiple panels based on the values of one or more variables. This can be useful for exploring relationships in the data across different subsets or categories.

To do this, we use the tilde symbol ~ to specify the column name that will form each facet.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = PR_STATUS), size = 0.5, alpha = 0.5) +
  geom_smooth() +
  facet_wrap(~ PR_STATUS)

`geom_smooth()` using method = 'gam' and formula = 'y ~ s(x, bs = "cs")'

Note that the aesthetics and geoms including the regression line that were specified for the original plot, are applied to each of the facets.

Alternatively, the variable(s) used for faceting can be specified using vars().

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = PR_STATUS), size = 0.5, alpha = 0.5) +
  facet_wrap(vars(PR_STATUS))

Faceting is usually better than displaying groups using different colours when there are more than two or three groups when it can be difficult to really tell which points belong to each group. A case in point is for the three-gene classification in the GATA3 vs ESR1 scatter plot we created above. Let’s create a faceted version of that plot.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = THREEGENE), size = 0.5, alpha = 0.5) +
  facet_wrap(vars(THREEGENE))

This helps explain why the function is called facet_wrap(). When it has too many subplots to fit across the page, it wraps around to another row. We can control how many rows or columns to use with the nrow and ncol arguments.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = THREEGENE), size = 0.5, alpha = 0.5) +
  facet_wrap(vars(THREEGENE), nrow = 1)

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(aes(colour = THREEGENE), size = 0.5, alpha = 0.5) +
  facet_wrap(vars(THREEGENE), ncol = 2)

We can combine faceting on one variable with a colour aesthetic for another variable. For example, let’s show the tumour stage status (Neoplasm histologic grade) using faceting and the HER2 status using colours.

metabric |> ggplot(aes(x = GATA3, y = ESR1, colour = HER2_STATUS)) +
  geom_point(size = 0.5, alpha = 0.5) +
  facet_wrap(vars(GRADE))

Instead of this we could facet on more than variable.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(size = 0.5, alpha = 0.5) +
  facet_wrap(vars(GRADE, HER2_STATUS))

Faceting on two variables is usually better done using the other faceting function, facet_grid(). Note the change in how the formula is written.

metabric |> ggplot(aes(x = GATA3, y = ESR1)) +
  geom_point(size = 0.5, alpha = 0.5) +
  facet_grid(vars(GRADE), vars(HER2_STATUS))

Again we can use colour aesthetics alongside faceting to add further information to our visualization.

metabric |> ggplot(aes(x = GATA3, y = ESR1, colour = CLAUDIN_SUBTYPE)) +
  geom_point(size = 0.5, alpha = 0.5) +
  facet_grid(vars(GRADE), vars(HER2_STATUS))

Finally, we can use a labeller to change the labels for each of the categorical values so that these are more meaningful in the context of this plot.

grade_labels <- c("1" = "Grade I", "2" = "Grade II", "3" = "Grade III")
her2_status_labels <- c("Positive" = "HER2 positive", "Negative" = "HER2 negative")
#
metabric |> ggplot(aes(x = GATA3, y = ESR1, colour = CLAUDIN_SUBTYPE)) +
  geom_point(size = 0.5, alpha = 0.5) +
  facet_grid(vars(GRADE),
             vars(HER2_STATUS),
             labeller = labeller(
               GRADE = grade_labels,
               HER2_STATUS = her2_status_labels
              )
            )

This would certainly be necessary if we were to use ER and HER2 status on one side of the grid.

er_status_labels <- c("Positive" = "ER positive", "Negative" = "ER negative")
#
metabric |> ggplot(aes(x = GATA3, y = ESR1, colour = CLAUDIN_SUBTYPE)) +
  geom_point(size = 0.5, alpha = 0.5) +
  facet_grid(vars(GRADE),
             vars(ER_IHC, HER2_STATUS),
             labeller = labeller(
               GRADE = grade_labels,
               ER_IHC = er_status_labels,
               HER2_STATUS = her2_status_labels
              )
            )

Bar chart

The metabric study redefined how we think about breast cancer by identifying and characterizing several new subtypes, referred to as integrative clusters. Let’s create a bar chart of the number of patients whose cancers fall within each subtype in the metabric cohort.

The geom_bar is the geom used to plot bar charts. It requires a single aesthetic mapping of the categorical variable of interest to x.

metabric |> ggplot() +
  geom_bar(aes(x = INTCLUST))

The dark grey bars are a big ugly - what if we want each bar to be a different colour?

metabric |> ggplot() +
  geom_bar(aes(x = INTCLUST, colour = INTCLUST))

Colouring the edges wasn’t quite what we had in mind. Look at the help for geom_bar to see what other aesthetic we should have used.

metabric |> ggplot() +
  geom_bar(aes(x = INTCLUST, fill = INTCLUST))

What happens if we colour (fill) with something other than the integrative cluster?

metabric |> ggplot() +
  geom_bar(aes(x = INTCLUST, fill = ER_IHC))

We get a stacked bar plot.

Note the similarity in what we did here to what we did with the scatter plot - there is a common grammar.

Let’s try another stacked bar plot, this time with a categorical variable with more than two categories.

metabric |> ggplot() +
  geom_bar(aes(x = INTCLUST, fill = THREEGENE))

We can rearrange the three gene groups into adjacent (dodged) bars by specifying a different position within geom_bar():

metabric |> ggplot() +
  geom_bar(aes(x = INTCLUST, fill = THREEGENE), position = 'dodge')

What if want all the bars to be the same colour but not dark grey, e.g. blue?

metabric |> ggplot() +
  geom_bar(aes(x = INTCLUST, fill = "blue"))

That doesn’t look right - why not?

You can set the aesthetics to a fixed value but this needs to be outside the mapping, just like we did before for size and transparency in the scatter plots.

metabric |> ggplot() +
  geom_bar(aes(x = INTCLUST), fill = "blue")

Setting this inside the aes() mapping told ggplot2 to map the colour aesthetic to some variable in the data frame, one that doesn’t really exist but which is created on-the-fly with a value of “blue” for every observation.

Expand To Learn About Statistical transformations

You may have noticed that ggplot2 didn’t just plot values from our data set but had to do some calculation first for the bar chart, i.e. it had to sum the number of observations in each category.

Each geom has a statistical transformation. In the case of the scatter plot, geom_point uses the “identity” transformation which means just use the values as they are (i.e. not really a transformation at all). The statistical transformation for geom_bar is “count”, which means it will count the number of observations for each category in the variable mapped to the x aesthetic.

You can see which statistical transformation is being used by a geom by looking at the stat argument in the help page for that geom.

There are some circumstances where you’d want to change the stat, for example if we already had count values in our table.

# the previous plot
metabric |> ggplot() +
  geom_bar(aes(x = INTCLUST))
# same plot after computing counts and using the identity stat
counts <- metabric |> count(INTCLUST) 
counts |> ggplot() +
  geom_bar(aes(x = INTCLUST, y = n), stat = "identity")

Box plot

Box plots (or box & whisker plots) are a particular favourite seen in many seminars and papers. Box plots summarize the distribution of a set of values by displaying the minimum and maximum values, the median (i.e. middle-ranked value), and the range of the middle 50% of values (inter-quartile range). The whisker line extending above and below the IQR box define Q3 + (1.5 x IQR), and Q1 - (1.5 x IQR) respectively.

To create a box plot from Metabric dataset:

metabric |> ggplot(aes(x = ER_IHC, y = GATA3)) +
  geom_boxplot()

See geom_boxplot help to explain how the box and whiskers are constructed and how it decides which points are outliers and should be displayed as points.

How about adding another layer to display all the points?

metabric |> ggplot(aes(x = ER_IHC, y = GATA3)) +
  geom_boxplot() +
  geom_point()

Ideally, we’d like these points to be spread out a bit. The help page of geom_point fucntion points to geom_jitter as more suitable when one of the variables is categorical.

metabric |> ggplot(aes(x = ER_IHC, y = GATA3)) +
  geom_boxplot() +
  geom_jitter()

Well, that’s a bit of a mess. We can bring the geom_boxplot() layer forward:

metabric |> ggplot(aes(x = ER_IHC, y = GATA3)) +
  geom_jitter() +
  geom_boxplot(alpha = 0.5) 

Still not the best plot. We can reduce the spread or jitter and make the points smaller and transparent:

metabric |> ggplot(aes(x = ER_IHC, y = GATA3)) +
  geom_boxplot() +
  geom_jitter(width = 0.3, size = 0.5, alpha = 0.25)

Displaying points in this way makes much more sense when we only have a few observations and where the box plot masks the fact, perhaps giving the false impression that the sample size is larger than it actually is. Here it makes less sense as we have very many observations.

Let’s try a colour aesthetic to also look at how estrogen receptor expression differs between HER2 positive and negative tumours.

metabric |> ggplot(aes(x = ER_IHC, y = GATA3, colour = HER2_STATUS)) +
  geom_boxplot() 

Violin plot

A violin plot is used to visualize the distribution of a numeric variable across different categories. It combines aspects of a box plot and a kernel density plot.

The width of the violin at any given point represents the density of data at that point. Wider sections indicate a higher density of data points, while narrower sections indicate lower density. By default, violin plots are symmetric.

metabric |> ggplot(aes(y = GATA3, x = ER_IHC, colour = HER2_STATUS)) + 
  geom_violin()

Inside each violin plot, a box plot is often included, showing additional summary statistics such as the median, quartiles, and potential outliers. This helps provide a quick overview of the central tendency and spread of the data within each category.

metabric |> ggplot(aes(y = GATA3, x = ER_IHC, colour = HER2_STATUS)) + 
  geom_violin() + 
  geom_boxplot(width = 0.8, alpha = 0.4)

In the above plot, the violin plots and box plots are misaligned. You can read the cause of this here.

To align them, we can use the position_dodge() function to manually adjusting the horizontal position as follows.

metabric |> ggplot(aes(y = GATA3, x = ER_IHC, colour = HER2_STATUS)) + 
  geom_violin(position = position_dodge(0.8)) + 
  geom_boxplot(width = 0.8, alpha = 0.4)

Histogram

The geom for creating histograms is, rather unsurprisingly, geom_histogram().

metabric |> ggplot() +
  geom_histogram(aes(x = AGE_AT_DIAGNOSIS))

`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

The warning message hints at picking a more optimal number of bins by specifying the binwidth argument.

metabric |> ggplot() +
  geom_histogram(aes(x = AGE_AT_DIAGNOSIS), binwidth = 5)

Or we can set the number of bins.

metabric |> ggplot() +
  geom_histogram(aes(x = AGE_AT_DIAGNOSIS), bins = 20)

These histograms are not very pleasing, aesthetically speaking - how about some better aesthetics?

metabric |> ggplot() +
  geom_histogram(
    aes(x = AGE_AT_DIAGNOSIS), 
    bins = 20, 
    colour = "darkblue", 
    fill = "grey")

Density plot

Density plots are used to visualize the distribution of a continuous variable in a dataset. These are essentially smoothed histograms, where the area under the curve for each sub-group will sum to 1. This allows us to compare sub-groups of different size.

metabric |> ggplot() + 
  geom_density(aes(x = AGE_AT_DIAGNOSIS, colour = INTCLUST))

Categorical variables – factors

Several of the variables in the Metabric data set are categorical. Some of these have been read into R as character types (e.g. the three gene classifier), other as numerical values (e.g. tumour stage). We also have some binary variables that are essentially categorical variables but with only 2 possible values (e.g. ER status).

In many of the plots given above, ggplot2 has treated character variables as categorical in situations where a categorical variable is expected. For example, when we displayed points on a scatter plot using different colours for each three gene classification, or when we created separate box plots in the same graph for ER positive and negative patients.

But what about when our categorical variable has been read into R as a continuous variable, e.g. Tumour_stage, which is read in as a double type.

metabric |> ggplot() +
  geom_point(aes(x = GATA3, y = ESR1, colour = TUMOR_STAGE))

table(metabric$TUMOR_STAGE)

  0   1   2   3   4 
  4 490 818 118  10 

Tumour stage has only 5 discrete states but ggplot2 doesn’t know these are supposed to be a restricted set of values and has used a colour scale to show them as if they were continuous. We need to tell R that these are categorical (or factors).

Let’s convert our tumour stage variable to a factor using the as.factor() function.

metabric$TUMOR_STAGE <- as.factor(metabric$TUMOR_STAGE)
metabric |> select(PATIENT_ID, TUMOR_STAGE) |> head()

PATIENT_ID	TUMOR_STAGE
MB-0000	2
MB-0002	1
MB-0005	2
MB-0006	2
MB-0008	2
MB-0010	4

R actually stores categorical variables as integers but with some additional metadata about which of the integer values, or ‘levels’, corresponds to each category.

typeof(metabric$TUMOR_STAGE)

[1] "integer"

class(metabric$TUMOR_STAGE)

[1] "factor"

levels(metabric$TUMOR_STAGE)

[1] "0" "1" "2" "3" "4"

metabric |> ggplot() +
  geom_point(aes(x = GATA3, y = ESR1, colour = TUMOR_STAGE))

In this case the order of the levels makes sense but for other variables you may wish for more control over the ordering. Take the integrative cluster variable for example. We created a bar plot of the numbers of patients in the Metabric cohort within each integrative cluster. Did you notice the ordering of the clusters? 10 came just after 1 and before 2. That looked a bit odd as we’d have naturally expected it to come last of all. R, on the other hand, is treating this vector as a character vector (mainly because of the ‘ER-’ and ‘ER+’ subtypes of cluster 4, and sorts the values into alphanumerical order.

metabric$INTCLUST <- as.factor(metabric$INTCLUST)
levels(metabric$INTCLUST)

 [1] "1"    "10"   "2"    "3"    "4ER-" "4ER+" "5"    "6"    "7"    "8"   
[11] "9"   

As discussed Section: Factors, we can create a factor using the factor() function and specify the levels using the levels argument.

metabric$INTCLUST <- factor(metabric$INTCLUST, levels = c("1", "2", "3", "4ER-", "4ER+", "5", "6", "7", "8", "9", "10"))
levels(metabric$INTCLUST)

 [1] "1"    "2"    "3"    "4ER-" "4ER+" "5"    "6"    "7"    "8"    "9"   
[11] "10"  

metabric |> ggplot() +
  geom_bar(aes(x = INTCLUST, fill = INTCLUST))

Line plot

A line plot is used to display the trend or pattern in data over a continuous range of values, typically along the x-axis (horizontal axis).

Before we create a line plot, let’s start by reading a subset of cancer_mort dataset using the read_csv() function:

library(tidyverse)
# first read the dataset
cancer_mort_full <- read_csv("data/Australian_Cancer_Incidence_and_Mortality.csv")  
# lets consider the rows with cancer types that starts with B letters only. 
# this is done for illustartion purposes. 
cancer_mort <- cancer_mort_full |> filter(str_detect(Cancer_Type, '^B[a-z]+'))

Next, we filter the cancer_mort data frame to plot only the counts for the female patients in the age group 55-59 and are categorized as moratality cases.

# define a new subset from cancer_mort dataset
cancer_mort_55 <- cancer_mort |> 
  filter(Age == '55-59' & Type == "Mortality", Sex == 'Female')

cancer_mort_55 |> ggplot(aes(x = Year, y = Count)) + 
  geom_line(aes(colour = Cancer_Type)) 

Another aesthetic available for geom_line is linetype.

cancer_mort_55 |> ggplot(aes(x = Year, y = Count)) + 
  geom_line(aes(linetype = Cancer_Type)) 

Saving plot images

Use ggsave() to save the last plot you displayed.

ggsave("integrative_cluster.png")

You can alter the width and height of the plot and can change the image file type.

ggsave("integrative_cluster.pdf", width = 20, height = 12, units = "cm")

You can also pass in a plot object you have created instead of using the last plot displayed. See the help page (?ggsave) for more details.

The ggplot object – a peek under the hood

Let’s build a ggplot2 plot up in stages to understand what’s really going on.

plot <- metabric |> ggplot()

What is the plot object we’ve just created?

typeof(plot)

[1] "list"

length(plot)

[1] 11

The plot object is a list containing 11 elements. It’s actually a special type of list.

class(plot)

[1] "gg"     "ggplot"

What are the 11 things in the list?

names(plot)

 [1] "data"        "layers"      "scales"      "guides"      "mapping"    
 [6] "theme"       "coordinates" "facet"       "plot_env"    "layout"     
[11] "labels"     

The data element is just the metabric tibble that we provided to the ggplot() function.

plot$data

PATIENT_ID	LYMPH_NODES_EXAMINED_POSITIVE	NPI	CELLULARITY	CHEMOTHERAPY	COHORT	ER_IHC	HER2_SNP6	INTCLUST	AGE_AT_DIAGNOSIS	SURVIVAL_TIME	SURVIVAL_STATUS	CLAUDIN_SUBTYPE	THREEGENE	VITAL_STATUS	RADIO_THERAPY	CANCER_TYPE_DETAILED	HER2_STATUS	PR_STATUS	GRADE	TUMOR_SIZE	TUMOR_STAGE	ERBB2	ESR1	FOXA1	GATA3	MLPH	PGR	PIK3CA	TP53
MB-0000	10	6.04400	NA	NO	1	Positve	NEUTRAL	4ER+	75.65	140.5000000	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	2	9.333972	8.929817	7.953794	6.932146	9.729728	5.680501	5.704157	6.338739
MB-0002	0	4.02000	High	NO	1	Positve	NEUTRAL	4ER+	43.19	84.6333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	10.00	1	9.729606	10.047059	11.843989	11.251197	12.536570	7.505424	5.757727	6.192507
MB-0005	1	4.03000	High	YES	1	Positve	NEUTRAL	3	48.87	163.7000000	DECEASED	LumB	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	2	9.725825	10.041281	11.698169	9.289758	10.306115	7.376123	6.751566	6.404516
MB-0006	3	4.05000	Moderate	YES	1	Positve	NEUTRAL	9	47.68	164.9333333	LIVING	LumB	NA	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	25.00	2	10.334979	10.404685	11.863379	8.667723	10.472181	6.815637	7.219187	6.869241
MB-0008	8	6.08000	High	YES	1	Positve	NEUTRAL	9	76.97	41.3666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	40.00	2	9.956267	11.276581	11.625006	9.719781	12.161961	7.331223	5.817818	6.337951
MB-0010	0	4.06200	Moderate	NO	1	Positve	NEUTRAL	7	78.77	7.8000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	31.00	4	9.739996	11.239750	12.142178	9.787085	11.433164	5.954311	6.123056	5.419711
MB-0014	1	4.02000	Moderate	YES	1	Positve	LOSS	3	56.45	164.3333333	LIVING	LumB	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	10.00	2	9.276507	10.793832	11.482627	8.365527	10.755199	7.720952	7.481835	5.992706
MB-0020	NA	6.13000	High	YES	1	Negative	NEUTRAL	4ER-	70.00	22.4000000	DECEASED	Normal	ER-/HER2-	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	3	65.00	3	10.282963	7.094503	10.655061	7.515401	11.461158	5.761057	5.681423	6.018152
MB-0022	1	4.05800	Moderate	NO	1	Positve	NEUTRAL	3	89.08	99.5333333	DECEASED	claudin-low	NA	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	29.00	2	8.613192	10.440667	10.679403	7.872962	9.945023	5.592522	7.593330	6.165420
MB-0028	1	5.03200	Moderate	NO	1	Positve	GAIN	9	86.41	36.5666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	16.00	2	10.678266	12.521038	12.148375	10.260059	10.936002	5.325554	6.250678	6.220372
MB-0035	0	3.05600	High	NO	1	Negative	LOSS	3	84.22	36.2666667	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	28.00	2	11.514514	7.536847	12.804542	10.212611	13.474571	5.587666	5.988243	6.411477
MB-0036	0	3.04400	Moderate	NO	1	Positve	NEUTRAL	3	85.49	132.0333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	22.00	4	10.033753	10.927313	11.991655	10.845709	12.466928	7.002502	5.650386	5.943520
MB-0039	0	2.04200	High	NO	1	Positve	GAIN	4ER+	70.91	163.5333333	LIVING	LumB	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	21.00	1	9.456712	11.752263	11.883358	9.520894	11.961181	6.648324	7.791616	5.405316
MB-0045	3	5.03800	High	YES	1	Negative	NEUTRAL	4ER-	45.27	164.9000000	LIVING	claudin-low	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	19.00	2	9.618424	6.367051	7.912785	7.360639	8.870537	5.828489	6.005518	6.328115
MB-0046	24	6.07200	High	NO	1	Positve	GAIN	5	83.02	14.1333333	DECEASED	LumA	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	36.00	2	14.428039	11.647160	11.736155	10.213909	12.181709	6.942292	5.658696	6.187936
MB-0048	1	4.05000	Low	YES	1	Positve	GAIN	4ER+	51.46	103.8333333	LIVING	claudin-low	NA	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	2	25.00	2	12.847992	8.101955	10.963978	7.294771	9.063062	6.114007	7.779824	6.397985
MB-0050	3	4.06600	Moderate	YES	1	Positve	NEUTRAL	8	44.64	75.3333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	33.00	2	10.399286	9.492446	11.188134	9.396237	12.243680	6.665170	5.617013	6.843690
MB-0053	0	3.04600	High	NO	1	Positve	NEUTRAL	7	70.02	161.0666667	LIVING	LumB	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	23.00	2	9.209722	12.400267	11.097129	8.910762	10.311984	5.521510	8.156573	5.909245
MB-0054	0	4.07200	Moderate	NO	1	Positve	GAIN	10	66.91	160.3000000	LIVING	LumB	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	36.00	2	9.451855	10.194473	10.822652	7.465016	8.665371	6.769441	7.564274	5.350892
MB-0056	0	3.05800	High	NO	1	Positve	NEUTRAL	1	62.62	62.8666667	LIVING	LumB	NA	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	29.00	1	8.674760	11.560030	10.905011	8.838840	9.829488	6.336388	7.234934	5.845364
MB-0059	NA	4.03400	High	NO	1	Positve	NEUTRAL	8	75.58	160.9000000	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	17.00	1	10.940249	12.014078	11.381152	10.020075	11.788560	8.283236	5.832260	6.079115
MB-0060	0	4.04600	High	YES	1	Positve	NEUTRAL	10	45.43	140.8666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	2	9.230217	8.053282	11.201250	8.391922	10.667734	8.828565	5.798129	5.263823
MB-0062	0	4.03400	High	YES	1	Negative	NEUTRAL	10	52.14	153.9666667	LIVING	Basal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.00	1	7.789817	5.965770	6.461705	5.987214	6.266163	5.164429	7.332574	5.444836
MB-0064	0	3.03600	Moderate	NO	1	Positve	GAIN	3	69.13	108.9333333	LIVING	LumB	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	1	8.367936	11.288632	11.847914	8.528343	10.443699	8.161056	6.412103	6.433638
MB-0066	1	4.03200	High	NO	1	Positve	NEUTRAL	7	61.49	157.4333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	2	10.566401	11.007844	11.686304	10.657328	11.928769	5.904243	5.952877	5.677915
MB-0068	1	3.02400	High	NO	1	Positve	LOSS	3	51.01	103.1333333	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	12.00	2	8.939984	9.824610	11.786097	9.143836	10.793074	6.327463	7.047268	6.293873
MB-0071	NA	4.10000	High	NO	1	Positve	NEUTRAL	8	68.42	131.0000000	DECEASED	LumB	NA	Died of Other Causes	YES	Invasive Breast Carcinoma	Negative	Negative	2	50.00	2	9.746472	8.964655	11.321479	8.494004	10.987163	5.545891	7.716491	5.913374
MB-0079	4	6.08000	High	YES	1	Negative	NEUTRAL	10	50.42	28.5000000	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	2	9.068777	6.312633	10.690917	5.667747	9.056929	5.305683	7.068624	6.673993
MB-0081	0	3.04800	Moderate	NO	1	Positve	NEUTRAL	3	49.61	69.5000000	LIVING	claudin-low	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	24.00	2	8.631017	9.336161	10.549899	7.176704	9.424075	8.421705	7.623561	6.331530
MB-0083	0	3.02600	Moderate	NO	1	Positve	NEUTRAL	2	64.85	86.0666667	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	13.00	1	9.075396	10.395644	11.072277	8.209932	10.811984	6.531288	7.125535	6.322662
MB-0093	1	5.02800	High	NO	1	Positve	NEUTRAL	3	43.55	153.2000000	LIVING	LumB	NA	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	14.00	2	9.579870	8.732003	11.009766	8.230418	9.651660	7.101681	7.317509	6.124971
MB-0095	1	4.11000	High	NO	1	Positve	NEUTRAL	8	80.50	49.7666667	DECEASED	LumB	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	55.00	3	10.136965	11.367213	11.896511	10.204282	12.119337	8.466538	5.791942	6.075382
MB-0097	3	5.06000	High	NO	1	Positve	NEUTRAL	8	78.19	98.7000000	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	10.015940	12.162315	12.300668	10.648987	13.106281	6.671270	5.839780	6.433805
MB-0099	NA	3.04200	Moderate	YES	1	Positve	LOSS	4ER+	51.58	132.1000000	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.00	2	8.707873	9.272099	11.102096	8.122932	9.675494	6.512501	7.469533	6.179780
MB-0100	0	4.07800	Low	YES	1	Negative	NEUTRAL	10	68.68	8.0666667	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	39.00	2	8.881671	6.204958	6.311955	5.687771	7.963707	5.172111	6.189728	7.072938
MB-0101	0	3.06800	Moderate	NO	1	Positve	NEUTRAL	8	46.89	148.0333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	34.00	2	9.213002	8.979270	10.820661	9.758731	12.250019	7.176244	5.649718	6.077036
MB-0102	16	5.08000	High	YES	1	Positve	NEUTRAL	3	51.38	140.7666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	40.00	2	9.980732	9.913163	11.052930	9.402294	11.474559	7.651020	5.970082	6.431794
MB-0106	5	4.14000	Moderate	YES	1	Positve	NEUTRAL	8	49.87	85.3333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	70.00	3	11.212350	9.916296	11.802671	11.824665	11.743512	5.935892	5.968184	6.178509
MB-0107	0	4.03600	Moderate	NO	1	Positve	NEUTRAL	1	65.59	158.0333333	LIVING	LumB	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	18.00	2	9.162085	10.661421	11.778622	9.171370	9.163342	6.446050	7.417951	7.605603
MB-0108	0	4.03600	Low	YES	1	Positve	NEUTRAL	4ER+	43.15	42.7000000	DECEASED	claudin-low	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	1	8.151015	8.903668	9.866770	7.031172	8.665836	5.486929	7.675146	5.944936
MB-0109	0	4.09000	High	NO	1	Positve	GAIN	9	82.53	112.4000000	DECEASED	Basal	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	45.00	2	10.214081	9.829334	11.408689	9.959464	11.443794	7.816112	6.362350	5.977853
MB-0111	0	2.05400	High	NO	1	Positve	NEUTRAL	3	54.23	127.1000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	27.00	2	10.611980	10.780525	11.702738	10.655043	10.805460	6.098338	5.929294	6.486340
MB-0112	14	6.30000	High	NO	1	Positve	NEUTRAL	3	83.89	39.1666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	3	150.00	3	9.580607	9.185200	11.513395	10.334501	12.185778	5.480888	5.513442	6.068562
MB-0113	3	5.03400	Low	YES	1	Positve	GAIN	5	36.96	43.1666667	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	17.00	2	14.464282	7.259560	11.836422	9.735889	12.388049	5.340179	5.828685	6.548147
MB-0114	0	3.06000	Low	NO	1	Positve	NEUTRAL	8	48.59	13.4000000	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	11.643110	10.594701	11.888646	10.734528	12.942125	7.685482	5.918056	6.929252
MB-0115	0	4.05000	Moderate	YES	1	Negative	NEUTRAL	10	39.84	66.7333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.441958	5.642173	5.790008	6.828369	7.070762	5.648775	5.978316	6.898178
MB-0116	1	4.12000	Moderate	YES	1	Positve	NEUTRAL	6	42.55	122.2666667	LIVING	Normal	ER+/HER2- High Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	60.00	3	10.440674	10.472067	11.586207	9.448560	11.883895	6.954703	6.389716	6.363460
MB-0117	1	4.04600	Moderate	NO	1	Positve	NEUTRAL	1	60.07	2.4000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	23.00	2	10.066624	10.336801	11.681758	10.866013	12.310830	5.111470	5.753273	6.410019
MB-0119	1	4.04600	High	NO	1	Positve	GAIN	7	82.73	95.8666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	23.00	2	11.125602	11.476768	11.439106	10.555847	11.721412	5.669594	5.915559	6.159123
MB-0120	1	5.05200	Moderate	NO	1	Positve	GAIN	9	72.10	29.0666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	26.00	2	12.468540	8.490344	11.466857	9.992555	10.629316	5.717242	6.545389	5.817551
MB-0121	6	5.06000	Moderate	NO	1	Positve	NEUTRAL	8	78.73	152.2000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	2	10.716436	10.652526	11.519499	11.153892	12.117059	5.545009	5.475052	6.039753
MB-0122	1	3.04000	Moderate	NO	1	Positve	NEUTRAL	8	58.95	138.9000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	2	11.197765	10.344746	12.150795	11.990016	12.311977	6.080853	6.031343	6.019888
MB-0123	0	4.05000	Moderate	NO	1	Positve	NEUTRAL	1	76.89	114.2333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	9.134077	11.565522	11.983767	10.354114	11.894754	7.008198	5.848327	6.023612
MB-0124	2	4.10000	Low	YES	1	Positve	NEUTRAL	8	43.46	118.2000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	50.00	3	10.199172	9.238997	11.121980	11.195450	12.157160	7.365641	6.073793	5.987757
MB-0125	0	2.01800	Low	NO	1	Positve	NEUTRAL	8	73.98	1.2666667	LIVING	LumB	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	9.00	2	10.361415	11.661661	12.370084	10.765258	13.110723	8.427522	5.770960	6.052159
MB-0126	0	3.07000	Moderate	NO	1	Positve	NEUTRAL	8	61.95	127.6333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	35.00	2	9.700585	11.696669	12.179607	10.752291	11.498305	6.964242	5.683341	6.221387
MB-0127	1	4.02600	NA	YES	1	Positve	NEUTRAL	3	52.11	132.0666667	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	13.00	2	11.011174	7.383420	10.912581	8.749941	11.732541	5.368214	5.997610	5.877772
MB-0128	0	3.02800	Low	NO	1	Positve	NEUTRAL	3	57.40	137.8000000	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	14.00	1	9.808182	9.810028	11.143246	10.302049	12.020489	6.937857	5.677048	6.342947
MB-0129	4	6.04800	Low	YES	1	Negative	GAIN	5	63.53	38.5666667	DECEASED	Her2	HER2+	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	24.00	2	13.495315	6.217353	10.474061	7.141058	10.331051	5.582046	6.556857	5.678390
MB-0130	0	2.03400	Low	NO	1	Positve	GAIN	5	56.75	153.5666667	LIVING	LumA	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	1	17.00	1	14.227239	9.433424	11.457621	9.851157	12.008044	5.214175	6.038995	6.075942
MB-0131	0	4.07800	Moderate	YES	1	Positve	NEUTRAL	8	69.16	66.6333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	39.00	2	11.309383	10.825580	12.234708	11.838802	12.595695	5.423292	5.424415	6.383477
MB-0133	1	3.16000	Moderate	YES	1	Positve	NEUTRAL	8	58.89	151.0000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	1	80.00	2	10.869744	10.894843	11.993450	11.691417	12.383756	5.596965	5.253358	6.525876
MB-0134	3	5.04400	High	NO	1	Positve	NEUTRAL	8	73.11	12.9333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	2	7.797562	10.761165	11.923786	11.007122	12.320147	5.545758	6.001410	6.581809
MB-0135	1	5.07000	Moderate	NO	1	Positve	NEUTRAL	2	74.09	116.6333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	9.910223	12.221116	11.611142	10.494146	12.754318	8.094895	5.972875	6.161562
MB-0136	0	3.02600	High	NO	1	Positve	NEUTRAL	3	72.30	88.2000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	13.00	1	9.991708	10.459638	11.382610	10.821317	11.480737	6.599037	5.985898	5.824637
MB-0138	0	3.03600	Moderate	NO	1	Positve	LOSS	3	51.33	150.5666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	1	10.653831	9.955656	11.846408	10.609398	12.603309	7.074675	5.848341	6.148857
MB-0139	1	4.06000	Moderate	NO	1	Positve	NEUTRAL	3	47.62	109.2000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	30.00	2	10.742113	11.281139	11.554546	9.336284	12.551977	8.360287	5.662793	6.466538
MB-0140	1	4.05400	High	NO	1	Positve	NEUTRAL	8	74.07	147.9333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	27.00	2	10.362404	10.832705	12.193951	10.249865	12.612076	5.273848	6.035561	5.692617
MB-0142	0	3.03200	Moderate	NO	1	Positve	LOSS	1	57.99	12.4000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	16.00	1	10.260132	9.792387	12.121663	11.611135	12.924314	6.384507	5.928007	5.575506
MB-0143	2	5.04400	High	NO	1	Positve	NEUTRAL	9	85.39	54.3333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	2	10.479775	10.499237	11.939755	10.552701	12.237450	5.362111	5.635042	6.190036
MB-0144	6	6.05200	High	NO	1	Positve	NEUTRAL	8	79.73	152.0666667	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	26.00	NA	10.310480	8.994957	11.950633	9.488306	11.800801	6.074494	6.025915	6.563541
MB-0145	0	3.04000	Moderate	NO	1	Positve	NEUTRAL	3	62.40	147.6666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	20.00	1	10.869584	11.011939	12.052917	10.591712	12.273258	6.199714	5.709608	6.101881
MB-0146	2	5.04400	High	NO	1	Positve	LOSS	1	81.00	122.1666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	2	11.078503	11.150772	12.209355	10.922536	13.084699	5.354104	5.738674	5.973234
MB-0147	9	5.07600	High	NO	1	Positve	NEUTRAL	2	79.28	51.7666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	38.00	2	10.855967	10.384912	10.781026	11.060884	11.977588	6.540470	5.565339	5.977235
MB-0148	0	4.03800	High	NO	1	Negative	GAIN	5	53.16	1.7666667	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	19.00	1	13.374390	6.067310	11.021007	8.236792	11.365426	5.179721	6.134401	5.750382
MB-0149	0	4.07800	Low	NO	1	Negative	LOSS	10	77.13	51.7000000	DECEASED	Basal	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	39.00	2	10.325803	5.433376	6.798134	5.460643	7.265993	5.297673	6.128370	7.628977
MB-0150	0	3.04000	High	NO	1	Positve	NEUTRAL	4ER+	70.22	111.2000000	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	2	10.620745	8.009486	5.333139	7.452652	7.100336	5.358884	5.670189	5.985962
MB-0151	6	6.10000	Moderate	NO	1	Positve	NEUTRAL	2	67.70	49.2333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	50.00	3	11.110452	10.954001	11.262521	10.729533	12.439652	7.366873	5.646178	5.999860
MB-0152	0	4.02400	High	NO	1	Negative	GAIN	4ER-	63.77	63.0333333	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	12.00	1	13.361133	5.439865	11.025880	7.204482	11.444605	5.440204	5.995928	5.977387
MB-0154	0	3.02400	Moderate	NO	1	Positve	NEUTRAL	4ER+	62.46	114.7666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	12.00	1	10.650815	9.227270	11.610707	11.243954	11.801868	5.682419	5.888953	6.029854
MB-0155	0	2.01800	Moderate	NO	1	Positve	NEUTRAL	4ER+	62.72	59.8000000	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	1	9.00	1	10.402971	8.243276	10.636230	9.395233	11.253218	5.534608	5.730137	6.303346
MB-0157	0	4.06000	Moderate	NO	1	Negative	NEUTRAL	4ER-	71.50	114.7666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	9.979534	6.521859	7.467102	6.946351	8.812135	5.526687	5.951204	6.230212
MB-0158	NA	4.04400	Moderate	YES	1	Negative	NEUTRAL	10	50.43	192.3000000	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	2	9.715971	5.777620	10.579759	6.821407	11.092674	5.254154	5.634743	5.959449
MB-0162	1	4.02800	High	NO	1	Positve	NEUTRAL	7	57.56	55.7666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	14.00	2	10.950756	10.271795	11.731711	10.918907	12.411805	8.195989	6.062663	6.026085
MB-0163	1	5.05400	High	NO	1	Negative	NEUTRAL	10	84.73	98.1000000	DECEASED	Basal	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	NA	9.074426	5.440949	6.090786	6.188930	7.748954	5.220144	5.813072	5.362675
MB-0164	0	4.03200	High	YES	1	Negative	NEUTRAL	10	37.87	10.8333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	16.00	2	9.111607	5.904332	6.480836	7.418689	9.174752	5.440099	6.259410	7.030306
MB-0165	22	6.10400	Moderate	YES	1	Positve	GAIN	5	53.75	47.6333333	DECEASED	LumA	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	52.00	3	12.415559	9.717670	11.303102	9.028178	11.965221	5.599266	5.881656	6.304398
MB-0166	3	5.04800	Moderate	YES	1	Positve	NEUTRAL	4ER+	44.98	104.4000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	24.00	2	11.182534	9.196105	11.872039	11.170284	12.727795	6.286483	5.625127	6.135897
MB-0167	2	5.07600	High	NO	1	Positve	NEUTRAL	9	76.40	43.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	38.00	2	10.397009	9.376264	11.692176	10.407812	12.132214	6.181145	5.923336	6.094352
MB-0168	0	4.03400	Low	NO	1	Positve	NEUTRAL	4ER+	60.26	122.7666667	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.00	1	10.482286	8.930273	10.897481	9.545747	10.841183	5.424203	5.537530	5.643256
MB-0169	NA	3.07800	Low	NO	1	Positve	NEUTRAL	4ER+	79.28	145.4333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	39.00	2	10.589957	10.838833	10.882933	9.554708	11.588027	6.316077	5.886685	6.488740
MB-0170	1	3.05200	Low	NO	1	Positve	NEUTRAL	3	83.35	93.3666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	1	26.00	2	11.216324	9.991893	11.452933	10.498644	12.092168	5.327246	5.631250	5.733907
MB-0171	0	4.05400	Moderate	NO	1	Positve	NEUTRAL	4ER+	64.57	5.4333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	27.00	2	10.019845	11.116664	10.959400	9.440627	11.912568	5.408353	5.619816	6.329350
MB-0172	1	4.04000	Low	YES	1	Positve	NEUTRAL	3	48.11	138.1000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	2	10.547574	11.132957	11.698569	10.981007	12.437784	7.418891	5.972394	5.978153
MB-0173	4	6.08800	High	NO	1	Positve	LOSS	7	83.99	3.7666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	44.00	2	9.107112	12.024918	11.448110	9.998867	11.967835	6.328774	5.685832	6.253314
MB-0174	0	4.04800	Low	YES	1	Negative	NEUTRAL	4ER-	59.18	78.7666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	24.00	2	8.422134	5.559451	5.995740	6.394896	7.194755	5.486378	6.040576	6.428213
MB-0175	0	2.04000	NA	NO	1	Positve	LOSS	6	69.51	72.3666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	1	20.00	1	9.491971	10.393797	12.252135	11.196816	12.391768	5.251403	6.118858	6.643968
MB-0176	7	6.07200	Moderate	YES	1	Positve	NEUTRAL	1	38.78	113.4333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	36.00	2	10.904588	9.854642	11.315567	9.751348	11.386227	7.186449	5.754599	6.176070
MB-0177	2	4.08800	Low	NO	1	Positve	NEUTRAL	6	85.94	45.6000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	44.00	2	10.767976	9.922041	11.040027	9.557697	12.264802	6.860185	5.571699	6.211072
MB-0178	0	4.04200	High	NO	1	Positve	NEUTRAL	1	74.63	104.4666667	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	21.00	2	10.752582	11.353090	11.648434	9.264160	11.460187	5.973551	5.791283	5.428043
MB-0179	7	6.06800	Low	YES	1	Negative	GAIN	4ER-	56.39	17.9333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	34.00	3	11.856311	7.253476	8.833793	6.864863	8.865369	5.376423	5.692433	6.349881
MB-0180	0	3.03600	Moderate	NO	1	Positve	NEUTRAL	8	51.69	62.3333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	1	10.434277	10.669660	11.908437	10.972431	13.111294	8.554407	5.448781	6.469034
MB-0181	1	4.04200	Moderate	NO	1	Positve	NEUTRAL	7	68.45	85.9666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.00	2	9.378903	11.863674	11.092796	10.266860	11.694107	7.934481	5.840747	6.391477
MB-0184	0	3.05000	Moderate	NO	1	Positve	NEUTRAL	4ER+	68.41	109.0333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Mixed Mucinous Carcinoma	Negative	Positive	2	25.00	2	8.812772	12.263924	11.734704	10.114799	11.623884	8.328275	5.641559	5.985620
MB-0185	NA	5.10000	Moderate	NO	1	Positve	GAIN	9	76.84	43.8333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	50.00	2	9.871677	9.046294	11.555343	10.213885	10.360398	7.616044	5.505726	6.439265
MB-0188	2	4.09000	High	YES	1	Positve	NEUTRAL	3	82.65	31.3000000	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	2	45.00	2	10.233184	7.249462	12.109431	10.346609	12.152793	5.164281	6.100125	5.919813
MB-0189	6	6.09600	Moderate	YES	1	Positve	NEUTRAL	6	57.79	9.0666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	48.00	4	10.584438	8.628503	10.888956	9.976779	11.411666	5.312260	6.006129	5.869312
MB-0191	0	4.05000	High	NO	1	Negative	NEUTRAL	10	81.02	15.3000000	DECEASED	Basal	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	10.082927	6.069394	5.478487	6.091506	7.467388	5.346541	6.429401	7.157953
MB-0192	0	2.02600	Moderate	NO	1	Positve	NEUTRAL	4ER+	62.55	144.6333333	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	1	13.00	1	9.042390	9.475112	10.748449	8.745641	11.071769	5.726883	5.902847	6.241384
MB-0193	7	6.03800	High	NO	1	Positve	GAIN	3	51.54	19.0000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	19.00	NA	10.172944	9.283499	11.709639	10.876407	12.732603	8.495517	5.468702	6.326350
MB-0194	6	5.04200	High	YES	1	Positve	NEUTRAL	3	56.45	91.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.00	2	10.797791	8.205776	11.312657	9.525300	11.482090	5.929051	5.961794	5.844114
MB-0195	21	6.05600	High	NO	1	Positve	GAIN	6	75.18	146.0000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	28.00	2	11.373708	11.187460	11.692691	10.890186	11.439581	5.216013	5.744202	5.821184
MB-0197	2	5.04800	High	YES	1	Positve	NEUTRAL	9	50.48	70.7333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	24.00	2	10.344201	9.717992	10.900526	9.757144	11.203542	6.271848	5.722720	5.889409
MB-0198	4	6.03600	High	YES	1	Positve	NEUTRAL	8	43.37	144.7666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	18.00	2	9.826472	9.879164	11.341954	9.428963	11.267006	7.982561	5.937324	6.409646
MB-0199	1	5.03800	High	NO	1	Positve	NEUTRAL	3	57.56	144.4000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	19.00	2	11.335547	10.440321	11.755721	10.641954	12.572456	6.613648	5.545177	5.661261
MB-0200	0	4.07600	Moderate	NO	1	Negative	NEUTRAL	10	69.86	130.8666667	DECEASED	Basal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	38.00	2	9.814373	5.841050	5.930560	7.096895	6.360465	5.220289	6.258560	5.494730
MB-0201	0	4.04000	Moderate	YES	1	Negative	GAIN	5	49.50	125.7000000	LIVING	Basal	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	1	14.275417	5.746251	10.830290	8.570324	10.228267	4.986742	5.493869	6.604089
MB-0202	1	5.06000	High	YES	1	Positve	NEUTRAL	4ER+	46.00	128.3666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	9.951792	8.927020	11.733478	10.223223	10.719188	6.605613	5.471682	5.789797
MB-0203	1	5.05000	High	YES	1	Positve	NEUTRAL	7	86.24	58.7666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	10.239636	11.296665	11.158718	9.499261	11.118427	6.710093	5.877968	5.868763
MB-0204	0	2.02000	Moderate	NO	1	Positve	NEUTRAL	3	79.38	24.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	1	10.00	1	10.541680	9.185451	11.319441	9.510230	11.196627	5.352125	5.790145	6.240878
MB-0205	0	3.05200	Low	NO	1	Positve	NEUTRAL	3	53.56	144.4666667	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	2	26.00	2	10.191752	9.605267	10.814276	10.371587	11.623603	5.706031	5.904335	5.963930
MB-0206	2	5.07000	High	YES	1	Negative	NEUTRAL	10	55.02	141.1666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	8.742507	5.549892	6.672092	7.166754	6.408581	5.170259	5.481952	6.597556
MB-0207	2	4.05600	High	NO	1	Positve	GAIN	8	48.13	173.6333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	28.00	NA	10.271231	9.141041	11.918852	10.525324	12.046359	8.119438	5.778040	6.459207
MB-0209	0	3.00600	Moderate	NO	1	Positve	NEUTRAL	4ER+	67.17	82.3666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	3.00	1	8.190453	7.912135	8.266275	7.411857	9.460085	5.644637	6.391961	5.938501
MB-0210	NA	5.01000	NA	NO	1	Positve	NEUTRAL	4ER+	63.14	144.9333333	LIVING	claudin-low	NA	Living	YES	Invasive Breast Carcinoma	Negative	Negative	2	5.00	3	7.183835	6.078626	5.342782	5.744592	7.667670	5.439452	5.914558	6.098454
MB-0211	13	6.08000	Moderate	NO	1	Positve	NEUTRAL	9	42.95	44.8000000	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	NA	9.770485	6.898344	9.568606	9.315489	10.644381	5.430017	5.474660	5.408700
MB-0214	0	4.05400	High	YES	1	Positve	NEUTRAL	10	41.41	146.9000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	2	9.040732	7.335148	7.905723	7.685705	8.629031	5.381312	6.162796	7.145026
MB-0215	0	3.08000	High	NO	1	Positve	NEUTRAL	3	75.63	122.2000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	40.00	2	9.469851	10.665475	11.599381	9.687206	11.792560	6.932856	6.147073	6.382081
MB-0218	2	5.04000	High	YES	1	Positve	NEUTRAL	1	43.39	131.0666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	2	10.330307	9.703764	11.436384	10.147245	11.169381	6.977419	5.870209	5.901090
MB-0220	6	6.04000	High	NO	1	Positve	GAIN	4ER+	37.24	39.8333333	DECEASED	claudin-low	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	11.995522	6.809042	9.213923	8.255095	9.897026	5.436356	6.261488	6.470394
MB-0221	7	6.04000	Moderate	NO	1	Negative	GAIN	4ER-	77.72	20.2000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	11.461101	6.298394	11.644588	6.622669	11.523354	5.388324	5.876656	6.398397
MB-0222	0	2.04000	High	YES	1	Positve	NEUTRAL	4ER+	50.31	212.7000000	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	NA	20.00	2	9.142953	9.107434	10.903597	9.699532	11.311847	6.381965	6.125892	5.975330
MB-0223	12	6.04000	High	YES	1	Positve	GAIN	4ER+	50.45	81.3333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	11.396918	9.235158	11.303654	10.953121	12.342794	5.500932	5.559429	5.751888
MB-0224	0	4.05000	Moderate	NO	1	Positve	NEUTRAL	4ER+	44.01	176.7666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	NA	10.640166	8.730309	11.351757	10.022257	11.999267	6.729441	5.755099	5.962801
MB-0225	0	3.03800	Moderate	NO	1	Positve	GAIN	1	59.15	212.2000000	LIVING	LumB	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	19.00	1	14.195016	8.778241	12.028471	9.924400	11.217472	5.304476	6.316451	5.907127
MB-0226	1	3.04000	Low	NO	1	Positve	NEUTRAL	8	58.21	57.6333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	2	10.663797	9.518389	11.947343	11.748153	12.161761	6.904554	5.865408	6.221858
MB-0227	0	3.04800	NA	NO	1	Positve	NEUTRAL	8	52.95	111.8666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	24.00	1	10.825340	10.150988	11.390132	10.685148	12.091295	8.854968	6.214799	6.179749
MB-0228	1	3.03400	Low	NO	1	Positve	NEUTRAL	4ER+	63.35	10.8333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	1	17.00	2	10.549173	10.470396	11.446049	9.544843	12.230366	7.483394	6.000369	6.110121
MB-0229	0	3.03800	High	NO	1	Positve	NEUTRAL	7	45.50	71.5000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	19.00	1	10.593981	9.700075	11.666555	10.435277	11.935438	8.227055	6.035449	6.655510
MB-0232	0	3.02800	High	NO	1	Positve	NEUTRAL	8	44.73	207.6333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	14.00	1	11.265362	9.626452	11.879368	10.906268	12.758074	8.248078	5.704095	6.495757
MB-0234	0	3.05200	High	NO	1	Positve	NEUTRAL	8	56.27	94.2333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	NA	26.00	2	9.734413	9.637665	11.833178	10.311947	12.337069	7.469212	5.840244	6.246142
MB-0235	1	4.04000	Low	YES	1	Positve	NEUTRAL	8	52.55	142.5666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	2	10.824402	9.795353	11.713195	10.132785	12.471130	8.537786	5.750208	5.980317
MB-0236	0	4.05400	Moderate	YES	1	Positve	GAIN	5	43.63	205.0333333	LIVING	LumA	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	27.00	2	13.465316	9.849151	11.415746	9.106692	11.529628	7.123504	6.063122	6.331302
MB-0238	4	6.07000	High	YES	1	Negative	NEUTRAL	10	52.19	193.1666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	11.220416	6.147522	6.490973	8.366466	7.511845	5.339205	5.809493	6.730121
MB-0239	0	2.09200	High	NO	1	Positve	NEUTRAL	3	77.85	85.5666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	46.00	3	10.004288	9.943467	11.490070	10.700819	12.155541	9.516579	5.839043	5.414434
MB-0241	0	4.05800	Moderate	NO	1	Positve	NEUTRAL	4ER+	55.09	73.1333333	DECEASED	claudin-low	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	29.00	2	10.640281	7.890587	10.328607	9.126814	11.296681	5.521646	5.671032	6.086217
MB-0243	1	4.04400	High	YES	1	Positve	NEUTRAL	8	53.72	149.7666667	LIVING	LumB	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	22.00	2	10.549682	11.061093	11.599574	10.427098	12.155725	7.558819	5.600707	6.104963
MB-0244	0	2.02200	Low	NO	1	Positve	NEUTRAL	4ER+	67.83	149.7333333	LIVING	Normal	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	11.00	1	9.680158	10.619007	11.521782	9.026789	11.684637	8.105607	5.701055	6.032546
MB-0245	0	1.02800	High	NO	1	Positve	NEUTRAL	3	54.76	164.7000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	NA	14.00	1	9.930286	9.978414	11.296154	9.780844	11.952294	5.591278	6.859587	6.338235
MB-0247	1	4.03000	Moderate	NO	1	Positve	NEUTRAL	4ER+	66.75	185.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	2	9.903563	9.098525	10.528547	8.852694	11.051636	7.585200	5.974626	6.067879
MB-0248	0	4.04200	High	YES	1	Positve	NEUTRAL	8	45.76	71.0000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	21.00	2	11.273781	11.197359	11.798493	11.602153	13.058528	6.525529	5.806208	6.828690
MB-0249	0	4.02200	High	NO	1	Negative	GAIN	10	53.45	188.3333333	LIVING	Her2	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	11.00	1	11.320762	5.928245	10.562873	7.839393	10.965606	5.192255	5.771989	6.292835
MB-0253	0	3.02400	NA	NO	1	Positve	NEUTRAL	4ER+	69.19	152.3000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	12.00	1	9.167836	12.214721	12.217845	10.922267	11.752131	7.977327	5.532509	6.402572
MB-0256	0	2.03400	High	NO	1	Positve	NEUTRAL	3	53.10	200.7000000	LIVING	LumA	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	17.00	1	10.491210	8.749462	11.684912	10.348550	11.665604	7.799357	5.806471	5.830171
MB-0257	0	3.05000	Moderate	YES	1	Positve	GAIN	8	57.61	91.7333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	2	11.149977	11.262805	11.933302	10.198532	12.206379	5.543205	5.932886	6.801368
MB-0258	0	4.02200	High	NO	1	Positve	GAIN	7	62.70	86.1333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	11.00	1	10.951743	11.273486	11.950705	10.349869	12.260311	6.977674	5.711578	6.021471
MB-0259	9	6.00000	High	YES	1	Negative	GAIN	9	38.99	11.8666667	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	NA	3	11.084496	5.633443	6.532188	6.002810	5.746765	5.404156	5.768634	6.984618
MB-0260	0	1.02400	High	NO	1	Positve	NEUTRAL	3	78.26	169.8333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	12.00	1	9.665111	11.396264	11.236625	9.744968	11.283406	6.799082	6.331969	6.063593
MB-0261	6	4.05200	High	NO	1	Positve	NEUTRAL	8	63.93	90.2333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	26.00	2	9.667042	11.015907	11.388829	9.985249	12.571039	8.456114	5.711881	6.183811
MB-0262	0	4.05200	High	NO	1	Positve	NEUTRAL	7	55.44	182.2666667	DECEASED	Her2	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	26.00	2	9.624792	10.006173	11.079424	9.668999	10.480044	5.546310	5.753338	6.180531
MB-0263	0	1.05400	Moderate	NO	1	Positve	NEUTRAL	7	76.49	176.0333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	NA	27.00	1	10.310436	11.787666	11.465317	10.513405	10.469148	5.850233	5.963684	5.912878
MB-0265	1	4.04200	Moderate	NO	1	Positve	NEUTRAL	4ER+	46.44	189.1333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	21.00	2	9.852394	7.575530	10.104395	8.208817	9.440933	5.704498	6.167816	6.566777
MB-0268	0	4.03800	High	NO	1	Positve	NEUTRAL	9	66.54	28.5000000	DECEASED	LumB	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	19.00	4	10.898101	11.619064	11.915703	9.746346	11.450867	7.185800	6.132664	5.658474
MB-0269	2	5.05200	Low	YES	1	Negative	NEUTRAL	4ER-	45.39	22.2333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	26.00	2	8.410029	5.923205	5.561848	5.685331	6.810203	5.312109	5.890889	6.195574
MB-0270	0	4.02800	High	NO	1	Positve	NEUTRAL	10	29.98	337.0333333	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	14.00	2	10.501780	9.479665	11.741155	10.356786	13.355532	7.107530	5.651887	6.751937
MB-0272	8	6.05600	Moderate	NO	1	Positve	NEUTRAL	8	55.36	122.0000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	28.00	1	10.587338	10.438077	12.092618	9.930515	11.993561	5.529991	5.714823	6.215821
MB-0273	3	4.05000	Moderate	NO	1	Positve	NEUTRAL	8	68.66	186.5333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	2	10.811286	11.354053	11.418453	10.605684	12.077152	5.398607	5.592699	6.335410
MB-0275	0	2.01800	NA	NO	1	Positve	NEUTRAL	4ER+	61.94	186.1000000	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	1	9.00	1	10.609124	8.993028	10.348576	8.498470	11.404811	5.597820	5.937892	6.251613
MB-0278	3	5.10600	Moderate	YES	1	Positve	NEUTRAL	10	34.30	5.8333333	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	53.00	3	9.458639	7.310607	6.318810	7.055776	6.684418	5.486112	6.493671	6.996261
MB-0279	0	2.04200	NA	NO	1	Positve	LOSS	4ER+	69.52	192.2666667	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	1	21.00	2	10.290805	9.945930	10.606082	10.176518	11.274493	5.871798	5.856777	6.064284
MB-0280	0	3.04200	NA	NO	1	Positve	NEUTRAL	7	47.64	172.9000000	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.00	2	10.301301	10.926321	11.878729	10.026568	13.031500	8.796892	5.338322	6.426971
MB-0282	8	6.03600	Low	YES	1	Positve	NEUTRAL	4ER+	51.81	194.2333333	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	18.00	2	10.409631	10.735144	11.749099	10.585936	11.964000	6.093772	6.087880	6.093802
MB-0283	NA	6.06600	High	NO	1	Positve	NEUTRAL	1	60.30	22.0333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	33.00	4	9.573398	11.006618	11.631900	10.249507	12.343097	5.307014	6.079942	6.312765
MB-0285	14	5.05600	High	NO	1	Positve	NEUTRAL	4ER+	48.07	3.3666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	28.00	2	8.744685	8.189098	9.160400	8.252602	9.728972	6.035417	5.939488	5.468159
MB-0286	0	4.04600	Moderate	NO	1	Positve	NEUTRAL	4ER+	62.92	192.6000000	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	23.00	2	10.036858	8.518661	10.239982	8.315966	11.048371	5.671950	6.224005	5.896454
MB-0287	1	4.03800	High	NO	1	Positve	NEUTRAL	7	77.54	94.7333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	19.00	2	10.908999	9.492749	12.318046	10.919327	11.982217	5.395013	5.990320	6.241768
MB-0288	25	5.06000	Low	YES	1	Positve	GAIN	1	55.22	63.8000000	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	30.00	2	13.041451	10.689306	10.955426	11.138579	12.080064	5.316724	5.446377	6.350053
MB-0289	0	4.04000	NA	NO	1	Positve	NEUTRAL	4ER+	75.91	71.6000000	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	7.582491	6.895310	5.865342	6.037011	7.139286	5.393726	6.369393	6.412631
MB-0290	0	2.05000	Moderate	NO	1	Positve	NEUTRAL	8	49.92	199.5333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	25.00	NA	10.554358	9.343693	12.104484	12.265930	12.617339	7.217359	6.006594	6.037440
MB-0291	1	5.05200	Moderate	YES	1	Positve	GAIN	5	51.19	39.2000000	DECEASED	LumB	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	3	26.00	2	13.544826	9.433869	11.618369	9.354274	11.870758	6.363314	5.757485	5.997435
MB-0292	1	5.11000	High	NO	1	Negative	NEUTRAL	9	80.34	49.4333333	DECEASED	Her2	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	55.00	2	10.498713	5.977263	10.820645	8.702833	11.221399	5.484323	5.558509	5.463860
MB-0293	0	2.02600	NA	NO	1	Positve	NEUTRAL	4ER+	51.62	64.3666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	1	13.00	1	9.819966	8.778085	9.822494	9.381312	10.403956	5.454533	5.967565	6.257513
MB-0294	0	3.02800	Moderate	YES	1	Positve	GAIN	4ER+	46.17	72.9000000	LIVING	Normal	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	14.00	2	11.830207	7.436652	10.467965	8.204067	11.124911	5.379693	5.949179	5.864947
MB-0295	1	3.01800	Moderate	NO	1	Positve	LOSS	4ER+	47.13	164.5000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	9.00	2	10.867418	10.194532	11.924050	10.182634	12.274927	8.512268	5.369876	6.182069
MB-0301	2	5.04600	Moderate	NO	1	Positve	NEUTRAL	7	82.46	122.7000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	2	10.923747	11.132151	11.738034	9.953263	11.848593	6.485544	6.141670	6.612805
MB-0302	5	6.05800	Moderate	NO	1	Positve	NEUTRAL	3	81.53	84.2000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	3	29.00	2	10.566496	8.276887	10.920882	9.695727	11.951018	5.129985	5.947895	6.359683
MB-0303	0	4.02200	Low	NO	1	Negative	NEUTRAL	10	47.71	60.1333333	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	11.00	1	8.978105	7.033025	5.986024	8.382812	7.727204	5.459917	6.321299	6.601548
MB-0304	1	5.02800	High	NO	1	Positve	NEUTRAL	6	84.85	111.5333333	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	14.00	NA	9.817519	11.803703	11.024062	10.747415	10.802095	7.927907	5.570639	6.499326
MB-0305	6	6.07000	Low	YES	1	Positve	NEUTRAL	8	60.62	63.5000000	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	9.936554	9.701944	11.259371	9.672114	11.657610	6.118778	5.659983	6.326423
MB-0306	2	5.07000	High	NO	1	Positve	NEUTRAL	3	82.53	42.9666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	9.774468	9.898537	11.421495	9.815833	12.131858	5.943666	5.677680	6.558214
MB-0307	6	6.02000	Moderate	YES	1	Positve	GAIN	5	41.63	177.3333333	LIVING	claudin-low	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	10.00	2	13.160234	7.670848	10.518352	9.397233	11.138467	5.311578	6.243125	5.931501
MB-0308	0	2.03800	Low	NO	1	Positve	NEUTRAL	3	51.21	183.2666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast	Negative	Negative	1	19.00	1	10.678662	10.939433	11.896608	10.700035	12.186036	5.760573	5.253223	6.746275
MB-0309	1	3.04200	Low	NO	1	Positve	NEUTRAL	8	89.43	42.3333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	21.00	2	10.603338	9.547422	11.907089	10.151207	12.579111	7.033856	5.998033	6.325400
MB-0310	1	4.03200	Moderate	NO	1	Positve	NEUTRAL	3	67.38	185.1666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	2	9.883640	10.806010	11.244566	10.110969	11.373086	6.576498	5.756922	6.231293
MB-0311	0	2.09400	High	NO	1	Positve	NEUTRAL	8	77.94	151.1666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	1	47.00	2	11.361155	11.245961	12.035047	9.370963	11.163218	5.445496	6.447571	6.301783
MB-0312	0	3.06600	Moderate	NO	1	Positve	NEUTRAL	2	70.49	169.6000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	33.00	2	10.477756	11.235731	11.620715	10.536540	11.307686	7.928447	5.483703	6.418809
MB-0313	1	5.04600	High	NO	1	Positve	NEUTRAL	10	55.52	184.7666667	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	2	9.988080	10.156507	11.751030	10.731039	10.527862	6.160463	6.511593	6.836009
MB-0314	5	6.10000	Moderate	NO	1	Negative	GAIN	5	73.48	4.4333333	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	50.00	2	14.241259	5.731713	11.579957	8.418385	11.602972	5.090306	6.185478	5.634557
MB-0315	3	4.10000	Moderate	YES	1	Positve	GAIN	6	56.32	186.2000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	50.00	2	10.096424	10.132878	11.030629	10.767012	12.092982	5.103322	5.420143	5.777942
MB-0316	0	4.06000	High	NO	1	Negative	NEUTRAL	10	50.82	182.9000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	9.537822	6.449696	5.522747	7.601193	9.620493	5.373467	6.083156	6.946661
MB-0317	0	4.07800	High	NO	1	Positve	NEUTRAL	7	76.68	151.6666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	39.00	NA	10.283015	9.992909	12.036391	10.798792	11.991226	7.015637	5.320089	6.723614
MB-0318	0	1.03600	High	NO	1	Negative	NEUTRAL	4ER-	58.01	168.7000000	LIVING	Normal	ER-/HER2-	Living	NO	Breast	Negative	Negative	NA	18.00	1	10.693962	6.008375	7.182676	5.835992	6.762140	5.167305	5.749866	7.267734
MB-0319	10	5.06400	Moderate	NO	1	Positve	GAIN	2	92.14	40.7000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	32.00	2	9.873257	12.176918	11.827564	11.770196	12.935431	5.284373	5.443816	6.048705
MB-0320	0	2.03400	Moderate	NO	1	Positve	NEUTRAL	3	50.98	63.7333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	17.00	1	10.651034	8.716373	11.371539	9.869874	12.456844	7.362366	5.783763	6.035282
MB-0321	2	5.06000	High	YES	1	Positve	NEUTRAL	8	46.86	174.6333333	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	10.690569	8.820318	11.010291	10.676970	12.287776	6.471888	5.880006	6.476591
MB-0322	2	4.05000	High	NO	1	Positve	NEUTRAL	8	86.28	50.5333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	2	11.105590	10.341371	11.668088	10.839912	12.671518	5.131131	5.843604	5.892586
MB-0324	6	6.06400	Moderate	YES	1	Positve	GAIN	6	47.64	144.9666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	32.00	2	11.169121	10.472070	11.948529	10.116019	11.924850	5.945539	5.971630	6.080982
MB-0325	0	4.09000	High	NO	1	Positve	NEUTRAL	10	79.34	177.5333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	45.00	2	8.802875	13.015015	11.911436	9.825589	11.046089	6.917801	5.408983	5.913159
MB-0327	NA	3.05000	Moderate	NO	1	Positve	NEUTRAL	3	66.73	187.9333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Invasive Breast Carcinoma	Negative	Positive	2	25.00	2	10.354394	11.377796	12.222932	10.694989	11.853368	6.538293	5.732341	6.336254
MB-0328	2	5.06800	High	NO	1	Positve	NEUTRAL	9	69.62	125.6000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Invasive Breast Carcinoma	Negative	Positive	3	34.00	2	10.061968	12.113102	12.024050	10.429704	11.843502	7.838285	5.637856	6.424038
MB-0336	1	5.04400	High	NO	1	Positve	NEUTRAL	10	74.76	170.6333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	22.00	2	10.599864	11.217992	11.653788	9.448178	11.078501	7.874823	5.867561	6.061401
MB-0340	3	5.03200	High	NO	1	Positve	NEUTRAL	10	79.97	164.7333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	16.00	2	9.496845	5.738256	5.456450	7.424150	9.373457	5.497972	6.383848	7.163662
MB-0341	3	4.05200	Moderate	NO	1	Positve	NEUTRAL	8	67.01	173.9000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Invasive Breast Carcinoma	Negative	Positive	2	26.00	2	9.872967	9.544145	11.329786	9.903052	12.367207	6.797802	6.391049	6.693876
MB-0342	0	3.05800	Moderate	NO	1	Positve	NEUTRAL	3	54.96	125.3333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	29.00	NA	9.986596	10.093559	10.990118	9.926553	12.129248	5.908926	5.864900	6.405778
MB-0343	3	4.06000	NA	NO	1	Positve	NEUTRAL	6	70.51	91.1333333	DECEASED	Normal	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	10.458446	11.495141	11.462845	11.300869	13.208831	6.102227	6.121864	5.768530
MB-0344	2	4.05800	Moderate	NO	1	Positve	NEUTRAL	3	59.75	152.9333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	29.00	2	10.521425	9.970582	11.358581	10.923613	12.685875	5.914544	5.886000	5.987286
MB-0345	1	4.05600	Moderate	YES	1	Positve	NEUTRAL	3	37.30	72.6666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	28.00	2	10.157745	10.295241	11.869225	10.487592	12.940151	6.565087	5.808272	6.468037
MB-0346	5	6.03200	High	NO	1	Negative	GAIN	5	32.61	20.4333333	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	16.00	2	13.836037	6.017776	10.829918	9.497442	11.693526	5.291619	5.214869	6.814312
MB-0347	NA	4.08000	Moderate	YES	1	Positve	NEUTRAL	4ER+	52.24	205.5666667	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	1	9.461442	8.027209	10.215944	9.113071	10.133344	5.405215	5.543608	6.359541
MB-0348	0	2.04400	High	NO	1	Positve	NEUTRAL	8	81.88	122.7000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	22.00	2	10.542583	12.477116	11.747537	10.060211	12.989202	9.932115	5.754833	6.367673
MB-0349	1	5.06000	High	NO	1	Positve	LOSS	3	72.26	146.0333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	9.479112	11.754720	11.364905	9.878528	11.568534	5.751339	5.626173	6.000975
MB-0350	0	5.16000	High	NO	1	Negative	NEUTRAL	10	49.05	46.0666667	DECEASED	Basal	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	80.00	2	9.458181	5.281859	6.757217	7.702244	6.249461	5.423177	5.710864	6.939605
MB-0351	NA	1.00000	Moderate	NO	1	Positve	NEUTRAL	3	69.53	195.3333333	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	NA	NA	1	9.827905	9.521856	11.622196	10.095861	12.040732	5.295056	5.955272	6.095821
MB-0352	0	4.02600	Moderate	YES	1	Positve	NEUTRAL	4ER+	61.32	55.2000000	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	13.00	1	10.398550	6.314306	10.309007	7.009414	11.310930	5.056509	5.930697	6.321021
MB-0353	6	5.08000	High	NO	1	Positve	NEUTRAL	7	86.26	41.8333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	40.00	2	10.782435	8.513793	11.932621	10.435335	12.345728	5.694927	6.236940	5.993417
MB-0354	3	5.03400	High	NO	1	Negative	NEUTRAL	4ER-	73.01	11.6000000	DECEASED	claudin-low	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.00	2	9.731172	6.082065	9.369171	7.395929	9.518856	5.593434	5.963805	6.124312
MB-0356	0	3.03200	Moderate	NO	1	Positve	NEUTRAL	8	58.16	213.5000000	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	2	10.040660	11.188367	11.922302	10.222905	12.438867	6.396781	6.197094	6.249937
MB-0358	2	5.05200	Moderate	YES	1	Positve	GAIN	9	57.87	32.8666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	26.00	2	11.232443	10.553159	11.304591	8.944828	10.424530	8.464654	6.067530	5.754826
MB-0359	0	3.04400	Moderate	NO	1	Positve	NEUTRAL	3	44.21	21.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	22.00	2	10.382394	9.912185	11.797064	10.592489	12.054863	7.344004	5.665565	6.203850
MB-0360	2	3.10000	High	NO	1	Positve	NEUTRAL	7	83.58	132.5666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	50.00	2	10.604677	11.628226	12.714585	11.651414	12.042575	7.409177	5.668973	6.531815
MB-0361	41	6.04800	High	NO	1	Negative	GAIN	5	40.50	15.0666667	DECEASED	Her2	HER2+	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	24.00	2	13.778712	6.314650	11.347046	8.782808	10.460386	5.330986	5.615413	6.602407
MB-0362	1	4.03600	High	YES	1	Positve	NEUTRAL	2	52.79	47.0333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	2	10.872596	9.082492	11.873942	10.746820	12.175116	6.120169	5.323543	6.270846
MB-0363	7	5.13400	High	NO	1	Positve	NEUTRAL	2	73.24	89.9000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	67.00	4	9.925193	11.006523	11.255117	9.901288	11.828444	5.457389	6.033753	6.397719
MB-0364	6	5.10000	High	YES	1	Positve	NEUTRAL	4ER+	48.67	176.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	50.00	3	11.189162	9.037647	11.395984	10.026614	12.086114	5.298660	5.846581	5.707320
MB-0365	0	3.03000	Low	NO	1	Positve	GAIN	4ER+	76.84	87.2333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Mixed Mucinous Carcinoma	Positive	Negative	2	15.00	1	12.345780	8.365138	10.604942	8.708236	10.728391	5.370492	6.092679	6.046610
MB-0366	0	3.04400	Moderate	NO	1	Positve	NEUTRAL	8	51.74	64.2333333	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	22.00	2	11.439569	10.996333	11.361944	10.938822	12.982479	7.676237	5.810578	6.267528
MB-0367	0	3.01800	Moderate	NO	1	Positve	NEUTRAL	4ER+	70.98	142.4333333	LIVING	claudin-low	NA	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	9.00	1	9.471559	9.242914	9.942524	9.285904	10.870677	5.566316	5.635121	6.233262
MB-0368	10	6.06200	High	YES	1	Positve	NEUTRAL	2	74.79	61.9000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	31.00	2	10.976058	12.068755	11.676321	9.815611	10.465020	6.342610	5.775880	6.046701
MB-0369	7	6.05400	High	YES	1	Positve	GAIN	1	65.47	144.3333333	LIVING	LumB	NA	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	3	27.00	2	11.938802	12.110069	11.958784	11.617272	11.714912	5.338425	6.215345	6.114335
MB-0370	16	6.09400	Moderate	YES	1	Positve	NEUTRAL	9	64.01	93.5000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	47.00	2	10.752735	11.580205	11.281836	9.874009	11.736265	5.388286	5.868180	5.963573
MB-0371	6	6.04400	Moderate	NO	1	Positve	GAIN	5	78.41	131.1333333	LIVING	LumB	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	22.00	2	14.019699	8.310936	10.384794	8.589402	11.620619	5.441218	5.803605	6.417529
MB-0372	0	4.03600	High	YES	1	Negative	NEUTRAL	10	39.86	62.7666667	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	1	10.673969	6.365363	6.152277	7.423544	6.119009	5.605093	5.715879	5.292955
MB-0373	2	5.04800	High	NO	1	Positve	GAIN	5	63.31	27.0000000	DECEASED	LumB	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	24.00	2	12.492154	8.639932	11.152455	10.172670	11.933559	8.997927	6.143486	6.396493
MB-0374	15	6.05000	Moderate	NO	1	Positve	LOSS	1	34.68	1.4333333	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.500981	9.254306	10.999098	11.020878	11.473131	5.456216	5.718268	6.633425
MB-0375	1	5.04600	High	NO	1	Negative	NEUTRAL	10	72.69	143.1666667	LIVING	Normal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	2	9.697236	8.243738	9.161529	9.076312	9.722258	6.153847	5.953528	5.954492
MB-0377	0	3.02400	Moderate	NO	1	Positve	NEUTRAL	4ER+	63.25	134.3666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	12.00	1	10.459297	10.435612	10.866137	9.316481	11.893381	6.038443	5.881642	6.111903
MB-0378	2	5.05600	Moderate	YES	1	Negative	GAIN	5	57.15	97.3000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	28.00	2	13.962448	5.582270	11.142612	7.677224	11.210084	5.435181	6.015835	6.248335
MB-0379	1	4.05800	High	YES	1	Positve	NEUTRAL	7	48.22	135.6666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	29.00	2	9.986876	8.776734	11.238654	10.070051	12.013807	5.801679	5.777282	6.455397
MB-0380	1	5.05000	High	NO	1	Positve	NEUTRAL	9	83.90	69.3333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	9.345823	12.403570	10.951674	10.515674	11.321199	6.034945	6.116830	6.424738
MB-0381	0	4.04200	High	YES	1	Positve	GAIN	5	33.65	130.2000000	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	21.00	2	14.458814	8.165044	10.995456	8.779247	12.132853	5.103146	5.360652	6.378142
MB-0382	2	4.04400	Moderate	YES	1	Positve	NEUTRAL	3	59.05	136.4666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	22.00	2	10.217391	8.913029	11.047620	10.176669	11.755016	5.702916	5.971041	6.139026
MB-0383	0	4.03800	High	NO	1	Positve	NEUTRAL	1	65.02	85.7333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	19.00	1	9.756756	10.065007	10.893849	10.993232	11.716713	5.298467	6.137790	5.724759
MB-0384	13	6.08600	High	NO	1	Positve	LOSS	8	74.58	61.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	43.00	2	9.093163	11.728241	11.803032	10.015528	12.072845	6.853981	6.040066	6.747751
MB-0385	11	6.06200	High	YES	1	Positve	NEUTRAL	9	66.58	36.4333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	31.00	2	11.010561	10.504304	12.154943	10.123010	11.882726	5.582054	6.123415	5.986638
MB-0386	8	6.03000	Moderate	NO	1	Positve	LOSS	9	66.83	138.1333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.00	3	9.906015	10.193813	11.417427	9.909838	11.678843	7.416926	5.920523	6.280620
MB-0388	3	5.05600	Low	YES	1	Positve	GAIN	1	46.63	97.5666667	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	28.00	2	12.203064	9.830415	10.601112	9.476122	11.763631	5.380916	5.676878	5.837389
MB-0389	19	6.10000	High	YES	1	Positve	GAIN	2	46.87	96.9666667	LIVING	LumB	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	50.00	3	12.532414	9.540320	10.831514	9.213721	10.930509	6.165209	5.869270	6.599962
MB-0390	NA	6.03400	Low	YES	1	Positve	GAIN	5	40.68	72.2000000	DECEASED	claudin-low	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	17.00	2	13.872045	5.996693	10.842429	7.302871	11.365961	5.611784	5.865408	5.888104
MB-0391	15	6.10000	Moderate	YES	1	Negative	GAIN	1	61.23	142.4666667	LIVING	claudin-low	NA	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	50.00	3	13.019338	6.149784	10.438215	7.904320	11.106964	5.343582	5.235018	6.250579
MB-0392	2	5.06000	Moderate	YES	1	Positve	NEUTRAL	1	56.28	38.1333333	DECEASED	Normal	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	4	9.567165	10.269003	10.990364	9.213751	10.496486	8.030132	6.070786	6.800933
MB-0393	16	6.10600	Low	YES	1	Positve	NEUTRAL	2	68.74	20.8333333	DECEASED	claudin-low	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	53.00	3	8.947572	9.484196	10.305861	9.230816	11.640813	6.110739	5.706058	6.141386
MB-0394	0	3.04000	Moderate	NO	1	Positve	NEUTRAL	2	56.48	64.2333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	20.00	1	10.538026	9.888561	11.723212	10.450063	12.540719	7.020160	6.217036	6.132587
MB-0395	2	5.10000	High	NO	1	Negative	GAIN	5	80.38	29.0000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	50.00	2	13.027657	5.502843	10.970667	7.682616	12.430718	5.297029	5.562338	5.787113
MB-0396	0	4.05400	High	YES	1	Negative	NEUTRAL	10	56.45	60.6666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	2	10.533747	6.189762	5.842019	6.489703	6.452162	5.440172	5.695234	7.204820
MB-0397	0	2.02200	High	NO	1	Positve	NEUTRAL	4ER+	58.56	57.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	11.00	1	10.557401	10.591374	12.077952	9.704918	11.963976	7.564648	6.045222	6.358389
MB-0398	19	6.08400	Moderate	NO	1	Positve	NEUTRAL	6	56.41	43.2000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	42.00	3	10.260009	10.256235	10.981070	9.972395	10.975386	5.670913	6.882750	5.528801
MB-0399	11	6.09000	Low	YES	1	Negative	NEUTRAL	4ER-	68.47	137.1000000	DECEASED	Her2	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	45.00	3	10.278710	6.066640	10.765506	6.998334	11.309578	5.457852	5.512410	5.831755
MB-0400	0	4.03200	Moderate	YES	1	Negative	NEUTRAL	10	55.28	22.4666667	DECEASED	claudin-low	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	16.00	1	8.821594	6.019318	5.595759	6.120103	6.457693	5.447857	5.771586	7.147189
MB-0401	0	4.04000	High	YES	1	Negative	NEUTRAL	10	48.58	26.2666667	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	10.483694	5.482775	6.409047	5.973126	6.329307	5.336352	5.542748	5.865864
MB-0402	0	2.02200	Low	NO	1	Positve	NEUTRAL	4ER+	73.06	99.7333333	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	11.00	1	10.003468	8.853782	10.441708	9.491463	11.288782	7.444844	5.475488	6.020224
MB-0404	1	5.03000	High	NO	1	Positve	LOSS	8	60.71	63.5000000	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.00	2	9.909055	10.348208	11.371216	10.449029	11.146864	8.154963	5.777948	6.678844
MB-0405	NA	3.03200	High	NO	1	Positve	NEUTRAL	7	72.85	59.0666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	1	9.613383	10.104406	12.146947	11.029515	13.267056	7.288496	5.426406	6.279655
MB-0406	17	6.36000	Moderate	YES	1	Positve	NEUTRAL	2	69.32	96.9000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	180.00	3	10.515396	10.295546	11.546029	10.889048	12.883059	5.867643	5.780428	6.085246
MB-0408	NA	5.09400	Moderate	YES	1	Positve	NEUTRAL	7	51.01	101.8333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	47.00	2	10.469199	10.242719	12.193879	10.880621	10.963222	7.578894	5.856531	6.399850
MB-0410	0	3.04000	High	NO	1	Positve	NEUTRAL	3	57.41	63.0000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	20.00	1	9.434011	10.948436	11.524626	10.031840	12.185192	6.123233	5.731611	5.891073
MB-0411	1	4.03600	Moderate	YES	1	Positve	LOSS	6	54.60	139.1666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	18.00	2	9.476839	9.669613	11.294154	9.981239	11.318148	5.877025	5.757887	6.223769
MB-0412	1	5.03800	High	NO	1	Positve	NEUTRAL	6	54.06	136.1666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	19.00	2	9.299526	10.906169	11.375659	10.383460	12.006707	5.666433	5.722886	5.311189
MB-0413	5	6.09400	High	YES	1	Positve	NEUTRAL	2	56.58	140.0666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	47.00	2	10.047863	10.330611	11.644098	11.183435	12.265190	6.649638	5.555559	6.483080
MB-0414	0	4.04200	Low	NO	1	Negative	LOSS	10	72.16	76.6333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	21.00	2	8.750083	5.784764	5.399212	5.634518	5.597777	5.324584	5.830775	5.922627
MB-0417	1	4.08000	Low	NO	1	Positve	NEUTRAL	7	54.22	6.2666667	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	40.00	2	10.547151	9.041726	12.075074	10.029477	11.551384	7.142179	5.503654	6.519421
MB-0418	1	5.06200	Moderate	NO	1	Positve	NEUTRAL	9	58.72	102.0666667	LIVING	Her2	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	31.00	2	10.859659	9.730591	11.295542	9.635282	13.466086	5.562523	5.557362	6.252480
MB-0419	3	4.04200	High	NO	1	Positve	NEUTRAL	8	77.92	104.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.00	2	10.315296	12.248885	11.884336	9.763587	11.958909	7.721146	5.619742	6.166514
MB-0420	0	4.03200	High	YES	1	Negative	NEUTRAL	10	34.92	76.7333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	16.00	1	9.249107	5.836084	5.880217	5.814784	8.944541	5.562491	5.794966	5.606296
MB-0421	0	4.04800	Low	NO	1	Positve	GAIN	5	73.53	93.0000000	DECEASED	Her2	HER2+	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	3	24.00	2	13.464974	9.437883	11.326566	9.748778	11.176732	6.166790	5.596072	6.132490
MB-0422	7	5.03200	High	NO	1	Positve	NEUTRAL	8	66.72	33.8000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	2	10.285523	10.758226	11.559412	9.653154	12.012733	8.266505	5.276865	6.390949
MB-0423	NA	3.07000	High	NO	1	Positve	NEUTRAL	3	71.10	138.9333333	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	35.00	2	10.265977	9.067793	11.131594	9.097145	11.324026	7.444775	6.156265	6.285529
MB-0424	22	6.12000	Moderate	YES	1	Negative	NEUTRAL	4ER-	44.02	9.8333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	60.00	3	8.234659	6.756861	6.133579	6.134812	8.310652	5.636252	6.143294	5.663181
MB-0425	6	5.04400	High	NO	1	Positve	NEUTRAL	3	83.17	24.4000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	22.00	2	10.334228	10.925543	11.999225	10.325204	12.116821	6.479263	5.907978	6.348263
MB-0426	2	4.08400	Moderate	YES	1	Positve	NEUTRAL	3	50.48	131.1000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	42.00	2	10.092764	9.816906	10.933888	9.366357	12.078636	8.308080	5.587467	6.304669
MB-0427	15	5.04200	Moderate	NO	1	Positve	NEUTRAL	7	81.89	116.1000000	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	2	21.00	2	10.152236	11.509667	10.729102	10.023656	12.049793	5.607133	5.671586	6.251817
MB-0428	4	6.04000	High	NO	1	Positve	NEUTRAL	9	85.21	55.9333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	10.585181	9.856994	11.329359	9.568204	11.495452	5.716271	5.452973	5.973793
MB-0429	4	6.08000	High	NO	1	Positve	GAIN	1	78.86	74.4666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	3	40.00	2	11.112812	10.887874	11.333699	10.360348	11.317534	5.909150	5.650176	5.774838
MB-0431	2	4.11400	High	NO	1	Positve	NEUTRAL	3	63.61	85.1333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	2	57.00	2	11.278096	10.073611	10.993421	11.076457	11.458710	5.149852	5.864755	6.223816
MB-0432	NA	2.02800	Moderate	NO	1	Positve	NEUTRAL	4ER+	60.07	105.8000000	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	1	14.00	2	7.486569	6.483156	6.089128	6.203060	8.682699	5.320772	5.671920	6.425197
MB-0434	2	5.04000	High	YES	1	Positve	GAIN	5	69.79	45.5000000	DECEASED	LumB	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	2	13.871429	9.317591	10.441539	10.904694	11.254941	5.130103	5.793372	6.326965
MB-0435	NA	3.00800	NA	NO	1	Positve	NEUTRAL	4ER+	68.29	110.5333333	LIVING	claudin-low	NA	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	4.00	1	7.788476	5.836047	6.435728	6.396623	7.904762	5.306905	5.448575	6.396869
MB-0436	0	4.02600	Moderate	NO	1	Negative	NEUTRAL	4ER-	88.29	75.5000000	DECEASED	Her2	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	13.00	1	9.761344	6.200891	10.036134	7.052910	10.225254	5.556618	5.571594	6.296303
MB-0437	3	4.03000	Low	NO	1	Positve	LOSS	4ER+	82.17	90.5666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	15.00	2	9.330071	11.746837	12.492279	11.067003	12.049687	6.790440	5.508724	6.404263
MB-0438	1	5.05000	High	YES	1	Negative	GAIN	5	57.41	135.1666667	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	25.00	2	13.514559	6.003997	11.286318	7.772561	11.304341	5.249454	6.037098	5.575408
MB-0439	0	3.03000	High	NO	1	Positve	NEUTRAL	8	50.32	112.1333333	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Mixed Mucinous Carcinoma	Negative	Positive	2	15.00	1	9.371318	10.085084	12.276183	11.235802	12.445799	7.639678	5.706450	6.905858
MB-0440	1	5.05200	High	YES	1	Positve	NEUTRAL	1	56.73	100.8333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	26.00	2	10.453199	10.145409	11.654562	11.376117	11.892079	5.777079	6.145139	6.003406
MB-0442	1	4.03400	Low	NO	1	Positve	NEUTRAL	4ER+	71.58	103.4666667	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	17.00	2	9.495594	9.095244	10.340217	9.679293	11.073795	5.525281	5.806614	6.339390
MB-0443	0	3.05200	High	NO	1	Positve	NEUTRAL	7	61.67	45.0333333	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	26.00	2	10.361705	11.214803	11.410992	9.656089	12.263434	8.164041	5.847624	6.083906
MB-0444	18	5.06600	Moderate	NO	1	Positve	NEUTRAL	8	49.87	55.4666667	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	33.00	4	9.638722	10.237564	11.343266	10.336049	12.267037	6.141229	5.586817	6.664189
MB-0445	1	4.04600	High	YES	1	Positve	NEUTRAL	7	40.07	132.5333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	23.00	2	10.507040	9.893928	11.076690	11.315955	11.826262	7.252304	5.522429	5.436832
MB-0446	0	4.04800	Moderate	YES	1	Negative	NEUTRAL	10	56.96	72.2666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	24.00	2	10.375353	5.921408	8.182989	6.603082	8.418428	5.591167	5.907320	6.379679
MB-0448	NA	4.02600	High	YES	1	Positve	GAIN	1	59.45	29.2333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	13.00	2	11.363474	10.747184	11.746566	10.280811	12.012597	6.266248	5.664886	6.031446
MB-0449	2	3.07000	High	YES	1	Positve	NEUTRAL	3	54.38	112.5666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	35.00	2	10.752235	10.379302	12.073025	9.428386	12.301137	9.555535	6.137925	5.933303
MB-0451	0	2.03200	Moderate	NO	1	Positve	NEUTRAL	8	63.20	50.0666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	1	16.00	1	11.044653	9.904156	11.244574	12.812082	11.388717	5.357200	5.158697	6.898920
MB-0452	0	4.04600	Moderate	NO	1	Positve	GAIN	9	54.43	62.8000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	23.00	2	10.786414	9.807691	10.973271	10.312088	10.887232	5.814534	5.807245	6.278379
MB-0453	6	6.20000	Moderate	YES	1	Positve	LOSS	2	61.11	43.1333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	100.00	3	9.336744	7.171179	10.538782	6.643117	11.044635	5.081271	5.975821	5.756018
MB-0454	0	3.04000	Moderate	NO	1	Positve	NEUTRAL	3	90.02	46.8333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Mixed Mucinous Carcinoma	Negative	Positive	2	20.00	1	9.923387	12.696646	12.038253	10.270300	11.982047	7.791979	5.676119	6.012290
MB-0455	0	3.03600	Moderate	NO	1	Positve	LOSS	10	56.84	99.3333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	1	10.797988	10.843992	11.105834	9.266740	9.838690	7.811392	6.282039	5.957329
MB-0458	2	4.10000	Low	YES	1	Positve	NEUTRAL	4ER+	49.28	134.5000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	50.00	2	10.028021	8.588287	10.542925	8.499089	11.835185	6.372244	6.034909	6.429157
MB-0459	2	5.06800	Low	NO	1	Positve	GAIN	6	85.09	35.6000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	34.00	3	10.137232	11.535919	11.179195	10.402869	11.934256	5.477767	5.638097	6.756193
MB-0460	0	3.04400	High	NO	1	Positve	NEUTRAL	4ER+	81.44	114.0000000	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	22.00	2	9.471827	9.539503	9.872671	8.954080	10.596462	6.860038	5.615105	6.499827
MB-0462	0	4.03200	Moderate	NO	1	Positve	GAIN	5	60.50	132.7666667	LIVING	claudin-low	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	16.00	1	13.094770	7.222145	10.921116	8.934893	10.884251	5.335701	5.912904	6.339661
MB-0463	0	3.04200	High	NO	1	Positve	NEUTRAL	4ER+	60.48	120.5666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.00	1	10.513490	11.110895	11.570120	9.872800	11.786474	6.595780	5.940071	6.355286
MB-0464	17	6.02600	Low	YES	1	Negative	LOSS	9	58.98	39.3000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	13.00	3	10.229298	5.874628	12.014392	9.131326	11.552874	5.252221	5.636432	6.668468
MB-0465	2	5.05200	Moderate	NO	1	Positve	GAIN	5	87.18	28.6000000	DECEASED	LumB	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	26.00	2	14.457624	9.798060	11.437886	9.911750	11.638419	5.310441	5.540852	5.831722
MB-0466	4	5.14000	High	YES	1	Positve	NEUTRAL	1	33.97	43.8666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	70.00	2	9.695560	10.455766	11.874311	11.560412	14.432001	5.697364	6.121725	6.149827
MB-0467	0	4.02600	High	YES	1	Negative	GAIN	5	58.35	105.6000000	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	13.00	1	14.171695	6.075729	11.259706	8.743336	10.446487	5.217940	5.958247	5.442257
MB-0468	4	6.05200	Moderate	YES	1	Positve	NEUTRAL	1	60.95	129.6000000	DECEASED	LumA	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	26.00	2	10.132902	12.145630	11.541047	10.276066	11.333620	5.226949	5.793001	5.946668
MB-0469	3	5.07800	Moderate	YES	1	Positve	GAIN	6	67.94	131.2666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	39.00	2	10.020207	12.034976	11.517887	9.792847	10.862393	6.157517	6.021491	5.773827
MB-0470	0	2.03000	NA	NO	1	Positve	LOSS	4ER+	61.78	88.2333333	LIVING	claudin-low	NA	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	1	15.00	1	6.887928	5.403382	5.447403	5.277722	5.594775	5.189767	5.944862	5.432046
MB-0471	0	3.03400	Moderate	NO	1	Positve	NEUTRAL	1	76.49	107.4666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Mixed Mucinous Carcinoma	Negative	Positive	2	17.00	1	10.957386	10.972940	12.036390	11.311967	12.955501	6.046628	6.103019	6.265071
MB-0472	0	1.02200	High	NO	1	Positve	NEUTRAL	7	59.34	27.4000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	NA	11.00	0	11.103954	12.452304	12.359713	11.029344	12.317124	6.964526	5.929107	6.401069
MB-0474	3	5.16000	High	YES	1	Positve	NEUTRAL	9	54.29	111.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	80.00	3	9.057909	9.802836	11.188181	10.253315	11.405292	6.907927	5.837613	6.708384
MB-0475	0	4.04000	Moderate	NO	1	Positve	NEUTRAL	9	54.15	130.7000000	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	1	10.250615	7.833204	11.348365	9.992874	12.052296	6.721586	5.338721	6.138042
MB-0476	0	4.05000	Moderate	YES	1	Negative	NEUTRAL	4ER-	54.62	130.4333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	8.683673	7.459692	9.003775	7.104061	10.001477	5.278575	5.957238	6.234782
MB-0478	3	4.04600	Low	NO	1	Positve	NEUTRAL	3	74.02	132.3000000	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	23.00	2	10.658664	10.942893	11.374190	9.815388	12.273725	6.312817	5.839329	5.974792
MB-0479	0	4.04400	High	YES	1	Negative	GAIN	5	33.83	132.7666667	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	22.00	2	14.464282	5.666898	11.350001	7.785742	11.102771	5.469132	5.827326	5.665652
MB-0480	0	4.02600	High	NO	1	Positve	NEUTRAL	9	51.86	94.5666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	13.00	1	10.972276	11.523975	11.096287	10.727283	11.981665	5.395258	6.057768	5.741599
MB-0481	0	4.03800	High	YES	1	Negative	NEUTRAL	10	54.22	36.4000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	19.00	1	8.453216	5.573378	6.004982	7.142834	8.836479	5.085294	6.363041	5.740862
MB-0482	1	5.03200	Moderate	YES	1	Negative	GAIN	5	39.53	24.8666667	DECEASED	Normal	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	16.00	2	14.091119	6.171692	10.510516	7.939483	9.881948	5.434787	5.492593	6.157980
MB-0483	2	5.04200	High	YES	1	Positve	NEUTRAL	1	49.61	74.4666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	21.00	2	10.283418	10.107173	11.459915	10.364033	11.878766	6.367863	5.411591	6.273120
MB-0484	3	5.04400	High	YES	1	Positve	GAIN	6	38.72	82.6333333	LIVING	Her2	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	22.00	2	12.376948	9.386196	11.223620	9.834424	12.719259	8.461336	6.036719	6.137551
MB-0485	7	6.10000	High	YES	1	Positve	NEUTRAL	9	60.78	36.7666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	50.00	3	10.601328	9.929372	11.424077	9.531204	12.669632	5.470386	5.952124	5.677579
MB-0486	0	4.06400	High	YES	1	Positve	NEUTRAL	3	57.57	89.9666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	32.00	2	11.223971	12.419033	12.163261	10.212199	12.643431	7.483746	5.259063	6.827988
MB-0487	0	3.03000	Low	NO	1	Positve	NEUTRAL	3	57.36	86.9000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	9.798991	9.351200	11.117331	9.937775	12.424411	6.168967	6.075437	6.197081
MB-0488	0	2.05000	NA	NO	1	Positve	NEUTRAL	4ER+	50.64	112.9333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	25.00	2	9.939612	7.938777	9.620724	8.532779	10.620009	6.955312	6.084539	6.629929
MB-0489	0	4.02000	Low	YES	1	Negative	GAIN	4ER-	41.46	90.5666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	10.00	1	11.650493	6.229418	7.059031	6.594089	8.470811	5.352772	5.891763	6.756209
MB-0490	10	5.06000	Low	NO	1	Positve	NEUTRAL	4ER+	81.90	101.9666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	3	10.446092	11.139964	11.941410	11.521779	11.914175	7.254902	5.464610	6.418055
MB-0491	0	3.06000	High	NO	1	Positve	NEUTRAL	4ER+	43.40	125.8000000	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	30.00	3	10.298127	8.715247	11.421474	10.322662	11.663927	6.542648	5.634982	6.366014
MB-0492	0	4.05600	NA	NO	1	Positve	NEUTRAL	8	85.21	81.1333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	28.00	2	10.064809	12.075739	11.960754	10.199108	11.457881	6.104180	5.623613	5.898432
MB-0494	21	6.08000	Moderate	YES	1	Negative	NEUTRAL	4ER-	77.22	36.6333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	3	10.055658	5.726619	9.929216	6.207364	9.823298	5.080313	5.875207	6.153092
MB-0495	7	6.03800	Low	YES	1	Positve	NEUTRAL	4ER+	63.19	71.8000000	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	19.00	2	9.498982	7.502609	9.570072	8.134176	9.445373	5.232280	5.688439	6.129618
MB-0496	4	4.05200	High	YES	1	Positve	NEUTRAL	3	60.00	130.9000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	26.00	2	10.094245	10.525131	11.461707	9.808205	12.169838	7.412761	5.723556	5.958107
MB-0497	0	3.05800	High	NO	1	Positve	GAIN	4ER+	57.27	73.7000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	29.00	2	11.808655	10.023977	11.542031	10.744957	12.545698	6.543717	5.762836	5.942604
MB-0499	NA	3.00800	Low	NO	1	Positve	NEUTRAL	4ER+	50.15	131.9000000	LIVING	claudin-low	ER-/HER2-	Living	NO	Invasive Breast Carcinoma	Negative	Negative	2	4.00	1	7.790178	6.428485	5.542414	5.474312	8.958828	5.118951	5.708723	6.046394
MB-0500	0	4.04400	High	YES	1	Positve	NEUTRAL	10	36.56	67.4666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	2	9.696172	5.963842	5.570316	7.186027	7.316716	5.549339	5.654324	5.845475
MB-0501	0	4.04200	Moderate	YES	1	Positve	GAIN	8	48.93	71.5000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	21.00	2	10.671199	10.159842	11.988853	10.495334	12.190383	6.707173	5.709419	6.447630
MB-0502	5	6.06000	Low	YES	1	Positve	NEUTRAL	4ER+	56.41	82.1000000	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	7.036629	5.835690	5.254238	5.598143	7.696529	5.461428	6.011818	6.329893
MB-0503	0	3.04600	High	NO	1	Positve	GAIN	7	60.77	101.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	23.00	2	11.289801	11.167178	11.044143	10.709767	11.960466	7.450691	5.605856	6.165499
MB-0504	0	4.04200	Moderate	NO	1	Positve	NEUTRAL	3	68.16	130.4666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	21.00	2	10.294530	11.390907	12.003973	9.861704	11.627469	7.416153	5.784369	6.006692
MB-0505	1	3.02400	Moderate	NO	1	Positve	NEUTRAL	4ER+	56.38	60.7000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	12.00	2	10.495769	10.882723	11.356706	9.910367	11.602234	6.885989	5.849968	6.084577
MB-0506	1	5.04200	High	YES	1	Negative	NEUTRAL	9	60.74	45.8000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	21.00	2	11.497153	5.666729	10.573330	5.647723	10.780708	5.928920	5.773078	6.255772
MB-0507	0	4.03600	Moderate	NO	1	Positve	NEUTRAL	3	58.71	23.8000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	18.00	1	10.909235	10.920440	11.775824	10.990733	12.125176	5.895003	5.852411	6.063595
MB-0508	0	3.02200	Low	NO	1	Positve	GAIN	2	42.68	114.3333333	LIVING	Normal	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	11.00	1	10.689258	9.129528	11.716713	10.759001	12.344001	5.689575	5.459296	6.285635
MB-0509	0	4.02200	Low	NO	1	Positve	NEUTRAL	3	41.48	115.3000000	LIVING	Basal	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	11.00	1	11.035307	8.998873	11.498766	9.310608	11.498590	7.881707	6.359923	6.439989
MB-0510	1	5.12000	Moderate	NO	1	Positve	NEUTRAL	9	71.84	128.4000000	LIVING	Normal	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	60.00	3	10.525066	11.383085	11.258135	9.238610	11.771265	8.014782	5.984174	6.442711
MB-0511	0	3.06200	Moderate	NO	1	Positve	NEUTRAL	3	59.84	61.7000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	31.00	2	9.890495	10.832524	11.114878	9.544709	11.984684	8.068942	5.878777	6.557720
MB-0512	0	2.04800	Moderate	NO	1	Positve	NEUTRAL	9	56.74	121.5333333	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	24.00	2	10.381959	9.799311	11.513761	9.745890	11.962566	7.666097	5.607601	6.295626
MB-0513	1	4.06400	High	NO	1	Positve	NEUTRAL	9	73.39	117.0333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	32.00	2	10.361698	12.036910	11.989596	10.926794	12.257506	7.639570	5.542244	6.198633
MB-0514	1	4.04000	High	YES	1	Positve	NEUTRAL	3	42.89	13.4000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Invasive Breast Carcinoma	Negative	Positive	2	20.00	2	11.006992	9.076345	12.071262	10.820960	12.487598	7.356751	5.774256	6.107184
MB-0516	0	4.03000	High	YES	1	Negative	NEUTRAL	10	62.81	114.4666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	10.408072	6.881310	5.549072	5.420115	6.586512	5.270327	6.715304	7.315904
MB-0517	0	3.03400	Moderate	NO	1	Positve	LOSS	9	47.92	61.9000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	1	9.881218	10.319448	11.493666	10.868254	13.123700	7.827401	5.486150	6.112082
MB-0519	23	6.13000	Moderate	YES	1	Positve	LOSS	4ER+	61.99	110.9666667	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	65.00	3	9.140828	10.476733	9.672642	8.768279	10.916430	5.367138	5.805846	6.457164
MB-0521	3	4.06000	High	NO	1	Positve	NEUTRAL	3	52.20	212.2000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	30.00	2	10.296613	8.305056	11.245885	9.160037	11.210572	7.639397	6.330508	6.221006
MB-0522	0	2.00000	Low	NO	1	Negative	GAIN	5	54.08	2.5000000	LIVING	Her2	NA	Living	NO	Invasive Breast Carcinoma	Positive	Negative	NA	NA	0	13.317894	6.670785	11.922843	8.289853	12.222702	5.367018	5.981906	5.869743
MB-0524	0	4.02000	Moderate	YES	1	Positve	NEUTRAL	4ER+	40.65	80.8333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	10.00	2	10.456148	7.979855	10.517493	9.474918	10.476816	5.777461	5.902926	6.020122
MB-0525	0	4.05000	High	YES	1	Negative	NEUTRAL	4ER-	48.47	65.8666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.688269	5.905390	10.047188	7.726782	10.798992	5.140761	5.441109	6.542952
MB-0526	0	4.03000	High	NO	1	Negative	NEUTRAL	2	72.18	139.6333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.00	NA	10.180750	10.230693	11.493044	10.613933	11.465002	7.323459	5.827025	6.410249
MB-0527	2	4.03800	Moderate	NO	1	Positve	NEUTRAL	4ER+	73.22	109.8333333	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	19.00	2	9.695568	11.181132	11.844688	10.261508	12.449979	8.675671	5.632607	6.328430
MB-0528	1	5.05200	Moderate	YES	1	Positve	NEUTRAL	2	53.64	193.9666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	26.00	2	7.873061	10.271652	11.197093	10.173933	11.125510	5.567911	5.824461	5.695817
MB-0529	7	5.05000	High	YES	1	Positve	NEUTRAL	8	67.46	48.5333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	4	11.128968	11.651835	12.224812	9.983446	12.525544	6.896907	5.877443	6.155318
MB-0531	0	4.03200	NA	YES	1	Negative	LOSS	4ER-	60.12	163.8666667	LIVING	Normal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	16.00	1	10.061341	9.456726	10.522803	9.187560	10.886159	6.672434	6.034446	6.585090
MB-0532	3	5.07000	High	YES	1	Negative	NEUTRAL	9	59.07	143.1333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	9.509944	8.433474	11.541467	10.219109	11.270692	7.371158	5.802530	5.655590
MB-0534	2	5.03400	Low	YES	1	Positve	NEUTRAL	4ER+	51.56	124.1000000	LIVING	claudin-low	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	17.00	2	9.883987	8.835951	10.418749	8.915451	11.181482	6.473030	5.785892	6.199096
MB-0535	0	3.02400	Low	NO	1	Positve	NEUTRAL	8	46.66	199.1333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	12.00	1	10.946611	10.643933	11.373902	10.670680	11.578504	7.959505	5.790894	7.004062
MB-0536	0	4.04000	High	NO	1	Positve	NEUTRAL	1	67.88	147.3666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	10.325891	9.784261	10.733211	9.248578	10.243497	5.299014	5.698876	6.216211
MB-0537	1	3.02800	NA	YES	1	Positve	NEUTRAL	4ER+	59.80	113.5666667	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	1	14.00	2	10.241672	10.505015	10.990093	9.887475	11.563142	5.675000	5.882196	6.001185
MB-0538	26	6.07400	High	YES	1	Positve	NEUTRAL	9	61.89	24.1000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	37.00	2	10.669651	9.320273	10.645684	8.670868	12.523721	6.842592	5.597551	5.965769
MB-0540	0	2.02400	High	NO	1	Positve	NEUTRAL	4ER+	66.11	194.5333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	1	12.00	1	6.666668	5.996923	5.184945	6.955611	5.651901	5.041951	6.401383	6.626049
MB-0541	0	4.03800	High	YES	1	Positve	NEUTRAL	9	38.86	174.2666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	19.00	1	10.241371	10.220349	11.317470	10.916691	12.085724	5.739892	5.677383	6.176686
MB-0542	5	6.04600	Moderate	YES	1	Positve	NEUTRAL	1	39.30	48.6000000	DECEASED	Normal	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	2	9.692871	9.445687	11.053192	9.709901	11.312787	6.161963	6.036242	5.834723
MB-0543	NA	5.05400	High	NO	1	Positve	GAIN	1	45.90	154.7666667	LIVING	Basal	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	2	11.363260	8.302031	11.079365	9.856897	11.194921	5.614646	6.943498	5.304319
MB-0544	1	5.10400	Low	YES	1	Positve	NEUTRAL	8	74.46	79.3333333	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	52.00	3	9.958135	11.538562	11.772111	10.553715	13.587511	6.297006	5.921032	6.098553
MB-0545	6	6.05200	Moderate	NO	1	Positve	NEUTRAL	6	83.92	41.1666667	DECEASED	Normal	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	26.00	2	9.190243	11.053277	10.870214	9.071087	10.699112	5.844590	5.663553	6.252610
MB-0546	NA	4.02400	High	YES	1	Positve	NEUTRAL	3	51.45	193.8000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	12.00	2	9.387713	9.019698	10.999486	9.733631	11.822058	5.720901	5.540379	5.942813
MB-0549	NA	5.06000	High	NO	1	Positve	GAIN	5	76.84	25.9666667	LIVING	LumB	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	30.00	2	13.078315	9.672600	11.574272	10.322208	11.812696	5.366370	6.188295	5.973378
MB-0550	1	4.03000	High	NO	1	Positve	NEUTRAL	8	60.12	132.3333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	NA	8.989947	9.519490	11.628794	9.390888	11.721047	5.127041	6.247425	6.303592
MB-0551	0	3.06400	NA	NO	1	Positve	NEUTRAL	4ER+	76.32	51.9666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	32.00	2	10.848528	9.050194	10.612820	9.201332	11.627827	6.159570	5.415161	6.698704
MB-0552	8	6.05800	NA	YES	1	Positve	GAIN	5	61.53	68.0666667	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	29.00	2	13.775503	7.914293	11.064003	9.386682	10.864490	5.319228	5.824531	6.080355
MB-0553	14	5.04000	Moderate	NO	1	Positve	GAIN	5	86.99	85.7333333	DECEASED	LumA	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	20.00	2	13.958953	11.107809	10.972823	10.145708	11.564270	5.454142	5.302936	6.400868
MB-0554	0	2.03200	Moderate	NO	1	Positve	NEUTRAL	8	82.35	111.1666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	16.00	1	10.328804	10.551341	11.256929	10.367060	11.367314	6.388299	5.464541	6.396555
MB-0558	0	4.05600	NA	NO	1	Negative	GAIN	10	69.88	97.8333333	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	28.00	2	8.144130	5.733103	5.949780	6.089489	8.703027	5.410512	5.436112	6.880788
MB-0559	0	4.05000	High	YES	1	Positve	NEUTRAL	7	47.71	161.7666667	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	10.685759	10.176720	11.696388	11.135957	13.121816	6.673387	5.620333	5.851174
MB-0564	NA	4.04400	Moderate	YES	1	Negative	GAIN	4ER-	48.39	37.9333333	DECEASED	Normal	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	22.00	1	14.464040	6.169276	11.203179	7.393797	11.265998	5.582952	5.679140	6.254483
MB-0568	1	4.03400	Moderate	NO	1	Positve	NEUTRAL	7	61.28	181.4666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	2	10.188660	11.223001	11.604714	10.406811	11.860352	7.735833	5.692795	6.341627
MB-0569	14	6.04600	High	YES	1	Positve	NEUTRAL	4ER+	74.96	59.5000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	2	10.230657	10.416019	10.969937	9.136350	9.771388	8.213195	5.910205	6.115119
MB-0570	0	4.04000	High	NO	1	Positve	GAIN	6	68.99	272.2000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	2	9.985734	11.100772	11.829013	11.397012	12.284814	7.828917	5.868537	5.689783
MB-0571	0	2.04000	Moderate	NO	1	Positve	NEUTRAL	7	61.79	149.8666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	1	10.395111	10.101766	12.154018	10.305366	11.879989	6.731992	5.570102	6.824992
MB-0573	0	3.13000	Moderate	NO	1	Positve	LOSS	7	76.22	163.2000000	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	65.00	0	9.552683	8.786147	11.147625	10.050487	11.524047	6.007294	5.949246	5.831672
MB-0574	1	5.04200	High	NO	1	Positve	NEUTRAL	2	71.21	119.8000000	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	21.00	2	10.779680	12.412887	11.266299	10.077291	11.478646	7.313249	5.716273	6.918135
MB-0575	4	5.11000	High	YES	1	Positve	GAIN	4ER+	48.10	128.5666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	55.00	3	10.799751	8.872226	10.970456	9.320952	11.806290	8.114450	6.146351	6.163987
MB-0576	5	6.04200	Moderate	NO	1	Positve	NEUTRAL	2	68.47	31.0000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	21.00	2	10.143592	10.928492	10.999807	9.899256	11.081772	6.085146	6.233383	5.832911
MB-0577	0	3.02000	Low	NO	1	Positve	NEUTRAL	7	51.42	65.4000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Mixed Mucinous Carcinoma	Negative	Negative	2	10.00	1	10.268527	12.364643	11.280530	9.223021	11.770990	5.599043	5.873399	6.018928
MB-0578	6	5.08400	Low	YES	1	Positve	NEUTRAL	4ER+	59.64	110.1000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	42.00	2	10.362374	9.736905	11.306870	9.005021	12.351052	6.741481	5.898610	5.918082
MB-0579	1	4.05800	Moderate	NO	1	Positve	GAIN	7	70.53	92.7666667	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	29.00	2	10.879801	10.983727	11.561445	10.587501	12.409015	5.469337	5.647049	6.077193
MB-0580	2	5.08000	Moderate	YES	1	Positve	GAIN	4ER+	33.80	79.3666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	40.00	2	11.118371	10.078283	11.368914	10.211355	11.467343	8.101672	6.132452	5.643559
MB-0581	14	6.05200	Moderate	NO	1	Negative	NEUTRAL	7	96.29	7.8666667	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	26.00	2	10.195613	5.743939	10.435989	7.003413	11.506286	5.460523	6.319509	6.431716
MB-0582	0	4.06000	High	NO	1	Negative	NEUTRAL	10	84.76	15.5333333	DECEASED	Basal	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	3	30.00	2	10.767008	6.872044	5.596382	7.179495	5.323652	5.385198	6.089555	7.297443
MB-0583	0	3.04400	High	NO	1	Positve	NEUTRAL	3	75.67	62.6333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	22.00	2	10.487779	11.715470	12.424436	10.945211	13.539981	7.213885	5.445055	5.967108
MB-0584	0	4.04000	High	NO	1	Positve	NEUTRAL	7	41.31	118.2000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	1	10.824815	9.602853	11.169909	10.289872	11.976547	7.168398	5.954461	6.588049
MB-0585	1	5.05600	High	NO	1	Positve	NEUTRAL	6	76.72	115.7000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	28.00	2	9.255558	10.843833	11.372693	9.719429	11.627214	5.729949	5.982166	6.122218
MB-0586	1	4.13000	Low	NO	1	Positve	NEUTRAL	6	77.99	77.2333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	2	65.00	3	10.889557	11.799085	12.023049	11.642556	12.862732	5.476562	5.480178	6.174025
MB-0587	1	4.04800	Low	YES	1	Positve	GAIN	9	50.41	91.2666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	24.00	2	10.578454	10.577326	11.286130	10.320350	12.778498	8.626599	5.733393	5.663422
MB-0588	0	3.04400	High	NO	1	Negative	NEUTRAL	4ER-	76.35	119.7333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	22.00	2	11.245198	6.359961	11.049671	7.687365	12.600125	5.158461	5.760061	6.806226
MB-0589	25	5.07000	Moderate	NO	1	Positve	GAIN	5	59.96	125.8000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Positive	Negative	2	35.00	4	12.342485	9.874380	11.642856	11.228540	12.794933	5.418291	5.808035	6.508321
MB-0590	15	6.06000	High	YES	1	Positve	GAIN	9	60.27	72.4666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	11.258461	9.333898	11.238523	10.089019	11.137191	8.020253	5.777055	6.490697
MB-0591	0	4.03400	High	NO	1	Positve	NEUTRAL	8	84.00	119.4666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.00	1	10.169406	10.953635	11.826123	11.185624	11.076907	5.583657	5.923427	6.464300
MB-0592	NA	1.11000	Low	NO	1	Positve	NEUTRAL	8	74.94	74.5666667	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Invasive Breast Carcinoma	Negative	Positive	NA	55.00	0	9.690647	11.990626	12.397550	10.874503	12.493512	8.835893	5.862263	6.340421
MB-0593	13	5.18000	High	YES	1	Negative	GAIN	5	62.34	34.6666667	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Positive	Negative	2	90.00	3	14.276307	6.535008	10.018908	7.702512	11.610094	5.637730	6.186283	6.698037
MB-0594	1	5.09000	High	NO	1	Positve	LOSS	4ER+	77.96	44.2333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	45.00	3	10.012258	9.008642	11.565575	11.160292	12.636825	5.320865	6.096765	5.958281
MB-0596	0	3.03200	High	NO	1	Positve	LOSS	3	77.48	107.1000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	16.00	1	9.798523	10.357531	10.885149	10.125892	10.926885	6.280370	6.201612	6.285924
MB-0597	2	4.03400	High	YES	1	Positve	NEUTRAL	3	64.55	113.2000000	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	2	10.418561	10.228227	11.061731	9.998703	11.842712	6.096723	5.969303	6.062847
MB-0598	9	5.04800	High	NO	1	Positve	NEUTRAL	3	77.48	89.3666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	24.00	2	10.607306	9.836176	11.245022	9.817646	11.189943	6.104544	6.146310	6.471798
MB-0599	1	4.04800	Moderate	YES	1	Positve	NEUTRAL	4ER+	46.85	123.2666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	24.00	2	9.152307	7.539728	11.299041	10.256447	11.645300	5.457182	6.119939	6.065822
MB-0600	9	6.05400	Moderate	NO	1	Positve	NEUTRAL	6	70.50	111.0000000	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	27.00	2	10.816782	12.080013	11.688586	11.621053	13.291285	5.477087	6.210675	6.555412
MB-0601	8	6.05000	Moderate	YES	1	Positve	NEUTRAL	10	32.99	29.6666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.517519	8.364819	11.290749	9.420436	11.391996	5.518045	6.002160	6.053939
MB-0603	1	4.04200	High	NO	1	Positve	NEUTRAL	7	79.52	121.9666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.00	2	10.597703	11.240777	11.722479	10.046295	12.570257	7.178809	5.661397	6.263550
MB-0605	0	3.03600	High	NO	1	Positve	GAIN	8	58.08	114.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	18.00	1	10.587339	10.640352	11.301670	10.252341	11.943164	7.540373	6.078524	6.425188
MB-0606	0	3.03600	Moderate	NO	1	Positve	NEUTRAL	3	83.19	27.4666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	18.00	1	9.411883	11.905261	12.068320	11.176432	12.403255	5.453634	5.859744	6.522028
MB-0607	2	5.06000	Moderate	YES	1	Positve	GAIN	4ER+	53.10	87.8333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	11.695380	10.513912	11.427358	8.755241	11.830732	6.895135	5.782642	6.432862
MB-0608	5	6.05000	High	NO	1	Negative	NEUTRAL	10	76.81	63.9666667	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	10.754281	6.067875	6.566641	5.617055	6.166673	5.069229	5.615216	6.355842
MB-0609	2	4.02800	High	YES	1	Positve	NEUTRAL	8	51.15	98.7000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	14.00	2	9.994740	11.011339	11.042417	10.548725	11.536016	5.809105	5.606472	6.143403
MB-0610	2	4.03600	High	NO	1	Positve	NEUTRAL	4ER+	71.30	76.7000000	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	18.00	2	10.930943	10.336332	10.861113	10.261071	10.904916	5.192275	5.555283	6.142578
MB-0611	0	4.04800	Low	NO	1	Positve	GAIN	9	75.65	104.5333333	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	24.00	2	11.651697	10.348291	11.078105	9.795704	10.648216	5.797408	6.097959	6.345655
MB-0613	0	3.12000	Moderate	YES	1	Negative	NEUTRAL	4ER-	60.20	48.8000000	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast	Negative	Negative	2	60.00	3	8.754192	5.793344	9.805647	6.730891	10.885370	5.438114	5.800771	5.551525
MB-0614	1	5.03800	Moderate	YES	1	Positve	NEUTRAL	6	48.99	119.3333333	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	19.00	2	9.789257	9.397433	10.829356	10.064129	11.558134	6.889373	5.605697	6.347619
MB-0615	3	4.00600	NA	NO	1	Negative	GAIN	5	38.75	34.7666667	LIVING	Normal	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	3.00	NA	13.515510	6.457319	10.598474	7.236630	11.364245	5.497248	6.079025	6.196607
MB-0616	3	5.07600	High	NO	1	Positve	NEUTRAL	7	75.98	29.0333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	38.00	2	10.691838	9.934160	10.783072	9.937343	11.941030	5.793021	5.894321	6.881225
MB-0617	0	2.08000	Low	NO	1	Positve	NEUTRAL	4ER+	72.14	92.9666667	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Mixed Mucinous Carcinoma	Negative	Negative	1	40.00	2	8.703912	7.568996	8.103897	7.341857	8.539731	5.624613	5.920663	6.442102
MB-0618	0	3.03400	Moderate	NO	1	Positve	NEUTRAL	3	63.86	101.9000000	LIVING	LumB	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	1	10.034905	11.584331	11.603053	9.880419	12.598465	7.754151	5.562573	5.865399
MB-0619	1	5.05000	Moderate	YES	1	Positve	NEUTRAL	4ER+	38.90	94.2333333	LIVING	Normal	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.933563	9.296898	11.486863	10.071597	12.123501	5.506456	5.786709	6.164589
MB-0620	1	5.02800	NA	YES	1	Positve	NEUTRAL	4ER+	62.97	112.8000000	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast	Negative	Negative	3	14.00	2	9.666006	8.449960	8.580251	8.377827	9.925870	5.468108	6.233319	6.080813
MB-0621	1	4.06000	High	NO	1	Positve	NEUTRAL	4ER+	70.04	33.5666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	30.00	2	10.461600	9.633849	11.362312	10.570787	12.073650	6.034892	5.650483	6.283824
MB-0623	0	3.02400	Low	NO	1	Positve	NEUTRAL	4ER+	66.52	111.0666667	LIVING	Normal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	12.00	1	10.375861	9.240448	11.248541	9.671138	11.549445	5.869270	5.326754	6.047265
MB-0624	1	4.03200	High	NO	1	Positve	LOSS	3	64.28	64.0333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	16.00	2	10.633334	10.159819	11.102898	9.715791	11.094093	5.658396	5.720014	6.501160
MB-0626	0	4.04000	High	NO	1	Positve	NEUTRAL	1	61.11	35.5333333	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	10.853260	10.748996	11.291349	9.973537	12.149339	5.423526	5.975464	6.631338
MB-0627	0	5.04000	Moderate	NO	1	Negative	NEUTRAL	4ER-	54.10	0.7666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	NA	9.717084	6.183134	10.639073	5.760735	9.902672	5.335094	5.923448	6.317709
MB-0628	0	3.02000	Moderate	NO	1	Positve	NEUTRAL	7	63.98	105.9666667	LIVING	Normal	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	10.00	1	10.594463	10.750680	11.347367	10.786348	11.811241	5.471010	5.906092	6.028433
MB-0630	0	4.04000	High	YES	1	Positve	GAIN	1	38.35	86.8000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	20.00	1	12.209391	9.427245	10.946273	10.147122	11.301803	6.742242	5.688200	6.597120
MB-0631	1	4.05000	Moderate	YES	1	Positve	NEUTRAL	8	84.41	47.4333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.296147	11.948708	11.200826	9.311871	12.421773	7.570261	5.717880	6.233918
MB-0632	0	3.04000	Moderate	NO	1	Positve	NEUTRAL	4ER+	51.92	56.5000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	1	10.837414	7.811010	11.303048	10.159287	11.804215	5.441750	6.111856	5.793699
MB-0634	0	4.01000	Moderate	NO	1	Positve	NEUTRAL	4ER+	55.99	17.7666667	LIVING	claudin-low	NA	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	5.00	NA	9.140731	7.420227	8.548595	8.481465	9.263059	5.106209	5.479411	5.814660
MB-0635	NA	4.02800	Moderate	NO	1	Positve	NEUTRAL	4ER+	76.50	88.0000000	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	14.00	1	7.128136	6.394143	5.861782	5.984283	7.918063	5.294273	6.276258	5.601426
MB-0636	0	4.02400	High	NO	1	Positve	NEUTRAL	6	26.36	32.6333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	12.00	1	9.490468	9.588608	10.718919	9.411429	10.956553	7.928097	5.680179	6.356356
MB-0637	0	4.06200	High	NO	1	Positve	NEUTRAL	10	75.71	80.6666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	31.00	2	9.116503	8.931737	10.863700	10.194283	11.013956	6.741262	5.505083	6.460805
MB-0638	1	4.06400	Low	NO	1	Positve	NEUTRAL	4ER+	66.95	103.7666667	DECEASED	Normal	NA	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	32.00	2	9.447078	10.895783	10.921995	10.830578	12.028131	5.348279	5.796744	6.047431
MB-0639	0	4.03600	High	YES	1	Negative	NEUTRAL	10	50.39	75.4000000	LIVING	Basal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	1	9.955827	6.011663	9.411117	7.251745	9.744933	5.354095	6.760755	6.716065
MB-0640	0	3.02600	High	NO	1	Positve	NEUTRAL	7	66.09	61.3333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	13.00	1	10.073621	10.190460	11.394906	10.051544	11.756122	8.331983	6.144338	6.884164
MB-0641	1	4.02800	Moderate	NO	1	Positve	NEUTRAL	4ER+	56.34	102.5666667	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	14.00	2	9.688701	9.555176	10.283518	9.174099	11.087037	5.682804	5.440469	6.283838
MB-0642	0	2.04000	High	NO	1	Positve	NEUTRAL	8	79.12	84.2000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	1	10.821623	12.101808	12.340642	10.753666	12.538451	7.491332	5.765683	6.845590
MB-0643	12	6.12000	High	NO	1	Positve	GAIN	5	73.46	19.7333333	DECEASED	Her2	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	60.00	3	13.073812	5.842820	10.267118	7.756489	11.228032	5.323482	6.195070	5.733039
MB-0644	5	5.06000	High	NO	1	Positve	NEUTRAL	4ER+	71.06	93.3000000	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	3	9.522210	9.322907	10.578195	8.941548	10.861204	6.643790	6.164321	6.516582
MB-0646	6	5.06600	High	NO	1	Positve	NEUTRAL	8	67.06	15.1666667	DECEASED	LumB	NA	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	33.00	2	10.082199	10.737528	11.316105	10.200653	12.063626	5.421833	6.351743	5.750837
MB-0649	4	4.01600	Moderate	NO	1	Positve	NEUTRAL	7	60.62	61.4333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	8.00	2	10.347378	9.616514	11.567614	9.804578	11.883662	7.435600	6.208879	5.793591
MB-0650	2	4.04200	High	NO	1	Positve	NEUTRAL	2	79.48	25.5333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	21.00	2	10.287720	11.281387	11.603840	10.703130	12.121937	5.486800	5.774496	5.800655
MB-0652	1	5.04200	Moderate	NO	1	Positve	GAIN	5	85.12	96.6333333	DECEASED	Her2	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	3	21.00	2	12.320177	8.176593	11.063335	9.305925	12.128905	4.860645	5.290046	6.084888
MB-0653	2	5.05600	Moderate	NO	1	Positve	NEUTRAL	9	69.95	24.8000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	3	28.00	2	11.649241	6.666435	12.046189	10.292681	11.844992	5.338627	5.970290	6.743583
MB-0654	0	2.04800	Moderate	NO	1	Positve	NEUTRAL	8	82.50	69.4000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	24.00	2	10.577599	12.008800	12.194988	10.035576	13.161114	8.332462	5.657296	6.285651
MB-0655	0	1.12000	Moderate	NO	1	Positve	NEUTRAL	4ER+	69.73	111.0666667	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast	Negative	Positive	NA	60.00	1	10.205547	10.700440	11.741022	10.915216	12.789726	6.128212	5.664494	6.144155
MB-0656	0	4.20000	High	YES	1	Negative	GAIN	5	35.90	19.0333333	DECEASED	claudin-low	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	100.00	3	13.127948	5.804695	8.322504	7.097757	9.023951	5.310316	6.177689	6.385361
MB-0657	0	3.20000	Moderate	NO	1	Positve	NEUTRAL	4ER+	58.65	30.4333333	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	2	100.00	2	9.823409	9.643486	10.400666	9.300785	11.619089	5.286414	5.759982	6.041039
MB-0658	2	5.05000	High	YES	1	Negative	LOSS	10	60.89	97.2666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.741265	5.922638	6.747213	7.982294	6.705758	5.488682	5.745228	6.869228
MB-0659	0	3.09000	Moderate	NO	1	Negative	NEUTRAL	4ER-	82.87	23.3333333	DECEASED	Normal	ER-/HER2-	Died of Disease	YES	Breast	Negative	Negative	2	45.00	NA	11.295086	5.359227	5.532914	5.588133	7.098780	5.233657	6.058476	6.417371
MB-0660	22	6.32000	High	YES	1	Positve	GAIN	10	52.43	18.9333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	160.00	1	10.392012	6.806700	11.317307	9.137186	10.730205	5.534153	5.647157	6.319585
MB-0661	0	3.01600	High	NO	1	Positve	GAIN	7	78.78	20.0000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	8.00	1	10.531853	12.018000	12.475242	11.252374	13.555138	7.641803	5.539917	6.260092
MB-0662	0	4.02800	High	NO	1	Positve	GAIN	5	50.94	69.8000000	DECEASED	Normal	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	14.00	1	13.145657	8.251120	10.963754	10.039131	10.634511	5.991293	5.653007	6.643145
MB-0663	0	4.03200	High	YES	1	Negative	GAIN	5	57.76	55.3666667	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	16.00	1	13.747123	5.983870	11.210480	7.444523	12.008812	5.296989	5.662211	5.514124
MB-0664	10	6.16800	High	YES	1	Negative	NEUTRAL	10	78.27	11.0666667	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	84.00	3	9.486904	6.053593	7.052938	6.722765	7.754476	5.080793	6.662052	5.968605
MB-0666	9	6.05000	High	YES	1	Positve	NEUTRAL	9	61.31	24.3333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	10.417672	10.487368	11.271216	9.504850	11.532359	6.624285	5.934232	5.664344
MB-0667	NA	6.06800	High	NO	1	Positve	GAIN	1	76.24	128.0000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	34.00	2	12.766211	11.526544	11.723727	9.598449	11.657767	6.244269	5.835470	6.868838
MB-0869	0	4.05800	High	YES	1	Negative	NEUTRAL	10	58.83	112.4000000	DECEASED	Basal	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	29.00	2	9.333557	5.350522	6.394515	7.334240	7.001314	5.536524	6.454242	5.646365
MB-0872	1	4.02800	NA	NO	1	Positve	NEUTRAL	7	82.34	152.0666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	14.00	2	11.071034	10.717028	11.609319	9.174528	12.155145	5.878354	5.881353	6.136667
MB-0874	0	4.07800	High	YES	1	Negative	NEUTRAL	10	59.22	16.6000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	39.00	2	10.415595	5.751784	5.317130	7.146515	7.090073	5.344379	5.882890	7.274654
MB-0877	4	6.07000	High	NO	1	Positve	NEUTRAL	6	79.41	14.4333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	9.814525	10.996382	11.637646	9.911860	12.024627	8.050943	6.512643	6.972359
MB-0880	0	2.06000	Moderate	NO	1	Positve	NEUTRAL	7	73.64	1.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	30.00	2	10.859011	10.529531	12.200512	10.503453	12.800465	8.450347	6.148925	6.474001
MB-0882	0	4.09400	Moderate	NO	1	Positve	NEUTRAL	7	73.39	42.3666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	47.00	2	9.380418	11.397709	11.514192	10.060560	12.707877	6.360673	5.730861	5.712089
MB-0884	15	6.04600	Moderate	YES	1	Positve	NEUTRAL	9	56.47	93.6666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	23.00	2	10.572675	10.756227	12.197257	10.188971	12.437656	5.821140	6.426741	5.502880
MB-0891	2	3.07400	Moderate	NO	1	Positve	NEUTRAL	3	83.68	149.4000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	1	37.00	2	10.669321	10.861006	11.155687	9.915707	12.146532	5.637671	5.931246	6.364595
MB-0893	3	5.05600	Moderate	YES	1	Positve	NEUTRAL	4ER+	57.41	175.6333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	28.00	2	7.224076	5.898674	6.048453	6.053632	7.355760	5.310271	6.209534	6.058707
MB-0895	1	5.03800	High	NO	1	Positve	GAIN	5	79.61	43.1000000	DECEASED	LumB	HER2+	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	19.00	2	13.279583	10.795121	11.615925	8.949646	10.906647	5.967062	6.433867	7.014539
MB-0899	3	4.05000	Moderate	YES	1	Positve	NEUTRAL	8	50.62	175.8000000	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.761024	9.639464	11.489945	9.646696	12.275300	7.037270	5.779865	6.428259
MB-0901	3	5.06600	High	YES	1	Negative	NEUTRAL	10	68.19	136.1666667	LIVING	Basal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	33.00	2	8.657165	6.085429	5.705477	5.337310	5.885003	5.182612	5.810110	5.789087
MB-0904	1	4.04400	Moderate	NO	1	Positve	NEUTRAL	3	83.01	144.7000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	22.00	2	10.553313	10.927686	11.958177	10.273681	11.791140	6.324880	5.692025	6.449904
MB-0906	0	4.05600	High	NO	1	Negative	NEUTRAL	4ER-	70.60	63.8666667	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	28.00	2	10.045613	6.118519	9.988827	6.644827	10.005449	5.324668	5.397236	6.399765
MB-2513	0	3.04000	High	NO	2	Negative	GAIN	5	57.96	59.7000000	DECEASED	LumA	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	20.00	1	13.962320	6.269373	11.456832	8.153143	12.532395	5.837241	5.889427	5.754332
MB-2517	0	4.03000	Moderate	NO	2	Negative	GAIN	5	60.29	268.4333333	DECEASED	Her2	HER2+	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	15.00	1	14.458082	6.793586	11.054558	8.393807	11.402550	5.102627	6.134415	5.817221
MB-2536	0	2.03000	Moderate	NO	2	Positve	GAIN	3	54.11	47.9000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	1	15.00	1	10.364427	11.276085	11.510464	9.275879	11.119956	5.453788	6.455744	6.007089
MB-2556	1	4.04000	Moderate	NO	2	Positve	NEUTRAL	4ER+	62.59	220.9000000	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	20.00	2	9.780145	6.328415	5.656982	8.710298	7.847413	5.216075	6.364107	5.959109
MB-2564	0	2.02000	High	NO	2	Positve	NEUTRAL	8	52.98	285.4333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	10.00	1	10.180106	9.526317	12.012290	10.499455	12.279686	6.088928	6.152219	5.928113
MB-2610	1	3.05000	Low	NO	2	Positve	NEUTRAL	8	58.99	280.7000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	25.00	2	10.645259	10.963821	11.788788	10.649510	12.261982	6.739941	6.155083	5.808688
MB-2613	0	4.04000	High	NO	2	Positve	NEUTRAL	1	59.63	163.4000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	1	10.794765	11.479837	11.190901	8.587903	11.949191	6.054613	6.256598	5.793861
MB-2614	10	4.03000	High	YES	2	Negative	NEUTRAL	7	43.72	64.9333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	15.00	3	10.160337	9.478139	11.221685	9.594365	11.873243	6.855969	6.395730	6.002910
MB-2616	0	3.03600	Moderate	NO	2	Positve	NEUTRAL	4ER+	65.07	219.1666667	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	18.00	1	9.628889	9.125525	10.501023	9.028240	10.254533	6.767356	5.970896	5.963625
MB-2617	0	4.03600	High	NO	2	Positve	NEUTRAL	4ER+	63.30	89.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	1	9.482036	11.164934	11.881587	9.848511	11.310462	5.598183	6.079122	5.480458
MB-2618	0	3.03200	High	NO	2	Positve	GAIN	1	66.22	89.1000000	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	1	10.185776	11.500270	11.087062	9.083184	11.561503	7.499229	6.641831	6.200775
MB-2624	2	3.02800	Moderate	NO	2	Positve	NEUTRAL	3	53.53	128.5333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	14.00	2	10.294128	9.985766	11.082758	9.554339	10.909739	7.413597	6.113573	6.001824
MB-2626	0	4.03200	High	NO	2	Positve	GAIN	5	62.54	193.7000000	LIVING	LumB	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	16.00	1	13.366517	9.844761	10.763522	8.599585	10.970889	6.576540	6.317191	6.168705
MB-2629	1	5.03000	Moderate	NO	2	Positve	NEUTRAL	3	61.22	279.1000000	LIVING	LumB	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	2	10.566644	12.316901	12.310471	11.126780	12.520313	5.678310	6.111441	5.823142
MB-2632	3	5.03000	High	YES	2	Negative	GAIN	5	36.52	19.1000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	15.00	2	14.301041	5.455301	11.052433	6.280615	10.346255	5.296008	5.897365	6.039386
MB-2634	0	4.02000	High	NO	2	Positve	GAIN	2	70.69	274.0333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	10.00	1	10.996899	12.148500	11.392930	9.697788	11.649100	7.272470	6.311852	5.590754
MB-2642	3	5.07000	Moderate	YES	2	Negative	LOSS	1	30.67	45.1666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	9.740329	9.709825	11.380934	10.300517	10.825595	6.010423	6.250315	6.268719
MB-2645	6	6.05400	Moderate	NO	2	Positve	NEUTRAL	4ER+	69.45	44.7666667	DECEASED	Basal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	3	9.695854	9.550857	10.855261	8.976702	9.382589	5.243531	5.669340	6.878124
MB-2669	0	3.04800	Moderate	NO	2	Positve	NEUTRAL	6	62.56	73.7000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	24.00	1	10.785828	9.553401	11.068304	10.485531	11.857401	5.259849	5.949853	6.140404
MB-2686	1	5.03400	High	NO	2	Positve	NEUTRAL	1	68.76	177.2666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.00	2	8.540276	9.851448	11.279895	9.328329	11.262622	5.474770	6.077101	6.259221
MB-2705	0	3.03000	High	NO	2	Positve	NEUTRAL	3	61.78	163.7333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	1	10.607941	11.184635	12.247890	11.089426	13.293394	5.526995	5.720382	5.667492
MB-2708	0	3.03000	Moderate	NO	2	Positve	NEUTRAL	7	66.36	133.2333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	15.00	1	9.672430	9.753090	11.140477	9.373077	10.957265	6.592594	5.825628	6.002980
MB-2711	0	3.03000	Moderate	NO	2	Positve	NEUTRAL	7	48.07	201.4666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	10.909127	10.029692	11.560574	10.739887	12.514969	6.965467	5.606036	6.399174
MB-2712	1	3.02200	NA	NO	2	Positve	NEUTRAL	7	54.59	234.4333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	11.00	2	10.742195	9.499428	11.541609	10.348152	12.410885	7.093970	5.941373	6.357845
MB-2718	1	4.04000	High	YES	2	Negative	NEUTRAL	10	47.94	278.2666667	LIVING	Basal	NA	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	20.00	2	9.623977	5.829997	6.451032	6.693590	8.849070	5.222620	6.232778	5.609731
MB-2721	0	2.01800	High	NO	2	Negative	LOSS	7	44.82	251.6333333	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	9.00	1	10.157789	9.980335	11.696697	11.625850	12.122086	7.639329	6.522305	6.279240
MB-2724	0	4.01600	NA	NO	2	Negative	NEUTRAL	4ER-	60.59	108.0666667	DECEASED	claudin-low	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	8.00	1	6.847078	6.144152	5.324472	6.681574	5.861956	5.203274	6.053629	6.235778
MB-2725	3	3.03000	Moderate	NO	2	Positve	NEUTRAL	4ER+	44.88	236.9333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	15.00	2	10.271863	10.558907	11.354380	11.053214	12.421859	8.511249	5.801468	6.155572
MB-2728	11	6.08000	High	YES	2	Negative	NEUTRAL	9	28.62	51.4000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	40.00	3	10.419031	9.965692	10.998199	9.542003	11.378108	6.024847	6.192266	5.746421
MB-2730	4	6.07000	High	NO	2	Positve	NEUTRAL	1	61.99	133.7333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	3	10.157016	12.432200	11.096446	9.201451	11.426137	5.485860	6.162356	6.034564
MB-2735	1	5.02400	High	YES	2	Negative	GAIN	6	49.94	274.5000000	LIVING	LumB	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	12.00	2	11.151779	8.876744	11.096164	9.996433	12.191735	5.514281	5.979911	6.443940
MB-2742	3	5.03000	High	YES	2	Negative	GAIN	5	48.25	24.9000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	15.00	2	14.152256	5.850966	10.350798	6.990175	9.321770	5.300884	5.836109	6.523921
MB-2744	0	3.06000	NA	NO	2	Positve	NEUTRAL	4ER+	45.57	275.6333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	30.00	1	11.092678	9.120526	10.912434	9.093153	11.900231	6.805638	5.997391	6.695461
MB-2745	1	4.06000	High	NO	2	Positve	NEUTRAL	8	46.85	168.9666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	30.00	2	11.415586	11.256838	11.697703	10.812173	13.223701	7.520628	5.683289	6.152976
MB-2747	0	2.03800	High	NO	2	Positve	NEUTRAL	8	68.23	234.3333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	19.00	1	10.890401	11.635953	11.760031	10.540937	11.999862	6.462969	5.698721	6.159319
MB-2749	0	2.02600	Moderate	NO	2	Positve	NEUTRAL	3	60.13	97.7666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	13.00	1	10.234694	11.396396	10.891742	10.123202	12.323590	6.122965	5.861826	6.143908
MB-2750	0	2.06000	Moderate	NO	2	Positve	GAIN	8	47.48	145.4333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	1	30.00	1	11.446011	9.876766	11.643629	10.737896	13.006865	5.383500	5.848244	6.040463
MB-2752	0	3.07000	Moderate	NO	2	Positve	NEUTRAL	7	51.36	81.9333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	35.00	1	9.994029	10.220441	11.414658	10.318517	11.572862	7.477189	5.845594	6.334363
MB-2753	1	5.07400	High	YES	2	Negative	GAIN	10	30.95	274.4000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	37.00	2	10.659842	5.674650	6.183163	7.047913	6.973971	5.263256	5.668442	5.525984
MB-2754	0	3.07000	Moderate	NO	2	Negative	NEUTRAL	3	66.11	203.5333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	35.00	1	11.028405	6.407398	10.869102	7.700201	11.870476	5.332991	6.032274	6.030314
MB-2758	4	6.09000	Low	YES	2	Negative	GAIN	4ER-	38.16	35.0000000	DECEASED	claudin-low	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	45.00	3	12.609072	5.885260	10.320928	6.493406	10.538221	5.421949	6.289808	5.984272
MB-2760	2	4.03000	Moderate	NO	2	Positve	NEUTRAL	7	63.10	118.0333333	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	2	9.870952	11.668843	11.707149	10.459346	12.445119	7.475359	5.825001	6.343001
MB-2763	0	3.05200	Moderate	NO	2	Positve	NEUTRAL	4ER+	70.32	275.6000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Mixed Mucinous Carcinoma	Negative	Positive	2	26.00	1	10.159786	12.043914	12.088326	10.442658	12.968225	7.366031	6.100235	6.286115
MB-2764	1	4.03000	Low	NO	2	Positve	NEUTRAL	4ER+	57.48	270.1333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	2	9.321338	9.427032	9.594416	8.442969	10.425344	5.666203	5.786020	6.083325
MB-2765	0	4.03400	Moderate	NO	2	Positve	GAIN	3	65.79	227.8666667	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	17.00	1	9.738109	11.713659	10.679595	9.971955	10.485727	7.637535	6.464918	6.092662
MB-2767	1	5.04200	High	NO	2	Positve	NEUTRAL	2	53.11	271.3333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	21.00	2	10.116068	9.006758	11.124312	10.386778	11.462951	6.327730	6.198070	6.466397
MB-2769	0	3.03000	High	NO	2	Positve	NEUTRAL	7	59.90	160.0000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	15.00	1	10.245799	11.869407	11.822881	10.898171	12.251460	6.485223	6.569770	5.947426
MB-2770	5	5.09000	NA	NO	2	Positve	NEUTRAL	8	60.32	274.3666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	45.00	3	9.681700	10.791323	11.793741	9.667411	13.320102	8.642451	5.984174	5.902343
MB-2771	0	4.03200	Low	NO	2	Positve	LOSS	10	56.79	44.8333333	DECEASED	Basal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	16.00	1	9.669582	5.541664	5.221176	5.635907	6.211148	5.220821	6.627839	5.554639
MB-2772	0	4.03400	Moderate	NO	2	Positve	LOSS	6	54.40	150.7333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	17.00	1	9.740614	9.830759	10.506277	9.202563	10.831642	6.212217	6.259858	5.938331
MB-2774	7	5.07000	Moderate	NO	2	Positve	LOSS	7	66.06	131.6666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	35.00	3	10.493137	11.213939	11.396267	9.542781	12.295696	7.141051	5.974626	6.040962
MB-2778	1	4.03400	Low	NO	2	Positve	NEUTRAL	3	62.76	181.2333333	DECEASED	NC	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	2	9.911013	10.455102	11.217792	9.099248	11.279664	8.451650	5.773707	6.191288
MB-2779	0	3.04000	High	NO	2	Positve	NEUTRAL	10	36.80	275.2333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	11.132137	10.427124	11.826475	9.892996	12.005763	6.360678	6.226168	6.125083
MB-2781	1	4.06000	Moderate	NO	2	Positve	GAIN	1	64.32	40.4333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	11.190516	10.128420	11.044793	10.046614	11.680551	6.600382	5.730904	5.920650
MB-2786	3	5.05600	High	NO	2	Positve	GAIN	5	62.36	68.2666667	DECEASED	LumA	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	28.00	2	13.755950	11.131009	11.596382	9.240558	11.071585	5.858881	5.854505	6.075023
MB-2790	0	3.05000	Moderate	NO	2	Positve	NEUTRAL	8	47.03	116.9333333	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	25.00	1	9.962321	9.977858	11.385675	10.339175	11.952798	7.764532	6.088311	6.382588
MB-2791	0	3.03400	High	NO	2	Positve	NEUTRAL	3	40.79	271.9333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	1	11.102302	9.991665	11.279864	10.572968	12.344562	7.067201	5.803212	6.547096
MB-2792	1	4.07000	Low	NO	2	Positve	GAIN	9	50.38	110.7666667	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	35.00	2	10.479650	8.972445	10.613951	9.536460	11.198339	5.861366	6.092679	5.801406
MB-2793	0	3.05000	High	NO	2	Positve	NEUTRAL	8	67.62	267.2333333	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	1	11.023443	11.509839	11.383976	10.447581	12.902250	7.367553	5.979594	5.955139
MB-2795	0	3.02400	Moderate	NO	2	Positve	NEUTRAL	1	42.07	272.1000000	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	12.00	1	9.364821	9.378762	10.648118	9.888742	12.236285	5.792415	5.928889	5.842805
MB-2796	1	5.04000	Moderate	NO	2	Positve	NEUTRAL	2	57.94	87.7000000	DECEASED	claudin-low	ER+/HER2- High Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	20.00	2	9.528706	10.501474	11.185773	10.334039	10.976570	8.409513	6.271191	6.335942
MB-2797	0	2.03000	Moderate	NO	2	Positve	NEUTRAL	6	50.07	252.9666667	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	15.00	1	11.204231	10.811746	12.020513	11.505873	12.218813	6.357396	5.836811	5.963772
MB-2801	1	4.02600	Moderate	NO	2	Positve	NEUTRAL	2	70.35	271.2666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	13.00	2	9.678202	11.920100	11.515761	9.713408	12.074119	6.578554	6.434284	5.617099
MB-2803	0	3.03600	High	NO	2	Positve	NEUTRAL	8	63.01	85.8666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	18.00	1	10.056285	11.432081	12.092299	10.710251	12.519051	5.632305	6.031422	6.073279
MB-2814	0	3.02600	Moderate	NO	2	Positve	GAIN	3	65.25	231.0333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	13.00	1	10.663539	11.870117	11.745923	9.838110	12.266360	6.808378	5.683916	6.008754
MB-2815	0	2.04400	Low	NO	2	Positve	NEUTRAL	3	64.25	257.5666667	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	22.00	1	11.295947	10.308603	11.304374	10.058865	12.255086	7.807005	5.651714	6.174875
MB-2819	0	2.03800	High	NO	2	Positve	NEUTRAL	7	61.95	270.5666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	19.00	1	10.317145	11.319075	11.932681	10.861545	11.760013	7.235236	6.114114	5.981013
MB-2820	0	4.03600	Moderate	NO	2	Positve	NEUTRAL	3	40.06	254.6333333	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	18.00	1	10.806267	10.005555	11.910856	11.296059	11.525285	6.026636	6.209066	5.858537
MB-2821	0	1.03200	Moderate	NO	2	Negative	NEUTRAL	4ER-	57.39	136.0666667	DECEASED	claudin-low	NA	Died of Other Causes	YES	Metaplastic Breast Cancer	Negative	Positive	NA	16.00	1	8.441771	5.986887	7.052173	6.484792	7.188359	5.861396	6.789448	6.281648
MB-2823	0	4.02200	NA	NO	2	Positve	GAIN	4ER+	35.97	269.9000000	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Positive	Positive	3	11.00	1	14.075182	8.875594	11.690843	9.188538	11.369297	6.174872	6.488136	5.551153
MB-2827	1	5.02200	Moderate	YES	2	Negative	NEUTRAL	10	36.50	235.6666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	11.00	2	9.614624	5.768638	5.687839	6.434397	7.964350	5.704387	5.965885	5.770084
MB-2833	2	5.04600	High	YES	2	Negative	NEUTRAL	10	42.90	259.7666667	LIVING	claudin-low	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	23.00	2	8.715753	5.977227	9.063924	6.145553	10.249783	5.396224	6.150715	5.950529
MB-2834	1	4.01800	High	NO	2	Positve	NEUTRAL	3	56.85	153.8333333	DECEASED	Her2	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	9.00	1	10.164008	6.068488	10.638872	6.434537	10.190355	5.457645	6.675762	6.240458
MB-2835	0	4.04000	Moderate	NO	2	Positve	NEUTRAL	3	59.84	55.0333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	1	10.101952	11.052721	12.143370	10.105344	12.121890	6.762793	6.049816	6.032285
MB-2838	0	3.05400	High	NO	2	Positve	LOSS	8	67.12	270.3000000	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	27.00	1	9.957630	9.982348	11.099513	8.956722	12.185959	8.432552	6.175174	5.979778
MB-2840	0	3.02800	Moderate	NO	2	Positve	NEUTRAL	3	60.48	269.0000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	14.00	1	10.268687	10.937883	11.715061	10.192418	12.825744	5.486555	5.672900	5.438543
MB-2842	1	5.05400	High	YES	2	Negative	NEUTRAL	9	58.48	19.7333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	2	9.409639	5.804005	7.837089	6.271459	6.980040	5.274836	5.911281	6.176320
MB-2843	0	3.02600	Moderate	NO	2	Positve	NEUTRAL	2	61.08	231.5333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	13.00	1	10.161187	10.770267	11.034599	9.005616	11.219072	5.599244	5.940100	5.602750
MB-2844	0	4.03800	High	NO	2	Positve	GAIN	9	60.76	146.7333333	LIVING	LumB	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	19.00	1	12.062204	10.362146	11.070397	9.480775	10.292487	5.285127	5.710924	6.034027
MB-2845	0	3.02800	Moderate	NO	2	Positve	NEUTRAL	4ER+	55.80	264.7666667	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	14.00	1	9.531656	9.975959	10.136124	9.135681	11.039190	5.230718	5.740429	5.470786
MB-2846	0	3.01000	NA	NO	2	Negative	NEUTRAL	4ER-	58.85	149.7000000	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	5.00	1	10.083801	8.586388	11.206712	7.969464	11.583768	5.303639	6.382274	5.715928
MB-2847	18	6.07000	High	NO	2	Positve	GAIN	5	65.04	39.5333333	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	35.00	3	14.435110	6.013732	12.007675	9.152677	12.000231	5.285940	5.755354	5.336883
MB-2848	1	4.03000	Moderate	NO	2	Positve	NEUTRAL	3	60.11	227.7333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	2	10.860509	9.398725	10.770457	9.032995	11.777357	7.322833	5.510482	5.760069
MB-2849	0	4.05200	Moderate	NO	2	Negative	NEUTRAL	9	60.65	43.2000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	26.00	1	9.676233	6.233277	9.832457	6.582312	11.375105	5.298820	5.691090	5.358203
MB-2850	11	6.06200	Moderate	YES	2	Negative	NEUTRAL	10	31.48	9.4333333	DECEASED	claudin-low	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	31.00	3	8.638350	5.882024	6.159717	7.285508	7.561943	5.620460	6.296733	6.033226
MB-2851	0	4.03200	High	NO	2	Positve	NEUTRAL	4ER+	58.69	159.0000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	16.00	1	10.119837	9.248534	10.516823	8.633092	11.655177	6.568906	5.986763	5.527927
MB-2853	0	3.04600	Moderate	NO	2	Positve	NEUTRAL	6	36.25	269.6333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Mixed Mucinous Carcinoma	Negative	Negative	2	23.00	1	9.981831	9.979295	11.904062	11.189222	11.297040	5.554058	6.055084	5.297509
MB-2854	0	3.04400	High	NO	2	Positve	NEUTRAL	7	61.53	270.4333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	22.00	1	11.100894	11.766161	11.615623	10.911867	12.747760	5.542835	6.109958	6.045673
MB-2857	1	5.04400	Moderate	YES	2	Negative	NEUTRAL	10	45.30	250.6666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	2	8.870889	6.149831	7.135286	6.859339	6.646718	5.600583	6.262994	5.444539
MB-2858	0	4.05200	Moderate	NO	2	Positve	NEUTRAL	1	63.94	141.5666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	26.00	1	10.843043	10.346082	11.524178	8.763156	11.482565	6.681847	6.283444	5.743563
MB-2863	1	3.04000	Moderate	NO	2	Positve	NEUTRAL	4ER+	59.58	258.3333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Mixed Mucinous Carcinoma	Negative	Negative	1	20.00	2	10.666460	11.161380	12.392320	12.512435	12.332038	5.211828	5.645662	6.000966
MB-2867	2	3.04000	High	NO	2	Positve	NEUTRAL	4ER+	47.10	269.3333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	2	9.996432	9.732761	11.055962	9.934813	11.593645	7.708521	6.178561	5.878752
MB-2895	0	4.03000	Low	NO	2	Negative	GAIN	5	66.84	196.5666667	DECEASED	claudin-low	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	15.00	1	13.306688	6.391519	10.275785	6.226907	10.565246	5.349757	6.130663	5.824860
MB-2896	0	3.02600	Moderate	NO	2	Positve	NEUTRAL	4ER+	68.18	237.3666667	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	13.00	1	9.808011	10.036510	10.830738	10.219628	10.667890	5.431952	5.692433	5.742080
MB-2900	9	5.05000	Low	NO	2	Positve	NEUTRAL	4ER+	59.29	20.6666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	25.00	3	9.900659	9.861778	10.597988	9.192021	11.118994	5.799822	6.200977	5.930265
MB-2901	0	3.05000	High	NO	2	Positve	NEUTRAL	8	49.83	218.3000000	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	1	10.179632	11.108987	12.184201	11.832499	12.612878	7.109052	6.396150	5.778400
MB-2904	1	5.05000	High	YES	2	Negative	NEUTRAL	10	34.83	125.6000000	DECEASED	claudin-low	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	10.505916	6.392101	7.067005	6.918365	7.747789	5.296099	5.554043	5.345373
MB-2912	5	6.04000	High	YES	2	Negative	NEUTRAL	10	59.60	267.4000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	3	9.437091	5.592696	6.720308	7.088178	8.126688	5.069113	6.260204	5.225320
MB-2916	0	2.03200	High	NO	2	Positve	NEUTRAL	3	48.93	266.9333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	16.00	1	9.952547	8.747533	10.933228	9.889539	11.386319	8.237363	5.916756	6.358426
MB-2917	2	5.06000	High	YES	2	Negative	NEUTRAL	10	33.90	31.9333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	9.224780	5.766161	8.217275	8.268548	8.896374	5.230081	6.454415	5.932147
MB-2919	0	2.04000	Low	NO	2	Positve	NEUTRAL	8	59.13	240.0333333	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Mixed Mucinous Carcinoma	Negative	Positive	1	20.00	1	10.190837	11.345037	11.730094	10.321265	12.076561	5.769129	5.849376	6.117592
MB-2922	8	6.05000	High	YES	2	Negative	GAIN	1	45.74	14.4000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	3	11.920093	6.644460	11.267953	8.166482	10.726389	5.270331	6.317804	5.439306
MB-2923	5	6.07400	NA	YES	2	Negative	GAIN	5	37.01	14.1000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	37.00	3	14.288497	5.512748	11.762989	8.861622	11.753976	5.166709	6.528297	6.402552
MB-2927	0	2.02600	NA	NO	2	Positve	LOSS	1	58.14	263.7000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	13.00	1	9.360756	10.778172	12.021014	9.009250	12.046085	8.030130	6.315133	6.002913
MB-2929	1	4.04000	NA	YES	2	Negative	NEUTRAL	4ER-	53.31	262.8666667	DECEASED	Her2	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	2	10.304875	5.876797	10.857325	6.955843	11.892938	5.307796	5.891060	5.869891
MB-2931	0	3.03400	NA	NO	2	Positve	NEUTRAL	8	46.90	228.1000000	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	1	11.094817	8.853914	11.129956	10.970479	11.712069	7.704867	5.950354	5.591741
MB-2932	0	4.03600	NA	NO	2	Positve	NEUTRAL	2	63.10	108.4333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	18.00	1	10.615832	12.323125	11.926108	10.345242	12.275145	6.189727	6.415542	5.607418
MB-2933	0	2.03000	High	NO	2	Positve	NEUTRAL	3	44.08	161.9333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	15.00	1	10.550183	10.448828	11.810621	10.453171	11.411707	6.980617	5.617770	6.021136
MB-2939	1	5.03400	NA	NO	2	Positve	GAIN	5	70.19	101.2666667	DECEASED	LumB	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	3	17.00	2	13.135735	11.122086	11.254568	9.734830	11.579125	6.290425	6.008762	5.710903
MB-2944	0	4.05400	NA	NO	2	Negative	NEUTRAL	8	66.97	27.2000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	27.00	1	10.185055	11.074934	11.756590	9.765498	12.066083	6.152615	5.925516	6.052463
MB-2947	0	3.03000	Moderate	NO	2	Positve	NEUTRAL	4ER+	36.47	112.0000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	9.208242	10.803631	10.918186	9.913700	12.914534	8.820058	6.095439	5.658251
MB-2951	0	3.03000	High	NO	2	Positve	NEUTRAL	1	39.07	263.3666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	10.074122	9.560834	10.881502	8.765733	11.354822	6.743274	6.098517	5.428686
MB-2952	0	2.02400	High	NO	2	Positve	NEUTRAL	8	52.67	189.1000000	DECEASED	LumA	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	12.00	1	10.960082	12.391769	11.836601	11.548428	12.540846	5.882226	6.068367	6.239495
MB-2953	0	3.03600	High	NO	2	Positve	NEUTRAL	10	43.08	30.1333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	1	9.122438	8.577475	11.346500	9.411800	11.029748	6.418180	6.388467	5.476726
MB-2954	3	4.06000	Moderate	NO	2	Positve	NEUTRAL	8	69.79	5.5000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	9.664124	11.343932	12.044866	10.170772	12.791215	6.208215	5.795281	6.480981
MB-2957	2	5.06000	High	YES	2	Negative	NEUTRAL	10	31.02	262.1333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	9.220720	5.828687	5.753342	6.255224	7.630341	5.402554	6.672650	5.937244
MB-2960	0	4.05000	Moderate	NO	2	Positve	NEUTRAL	6	69.67	222.2000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	1	9.908708	11.854162	11.623206	11.018863	12.060157	5.438060	6.141748	6.086288
MB-2963	4	5.02000	Moderate	NO	2	Positve	NEUTRAL	4ER+	53.99	227.8333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	10.00	3	10.033411	6.730964	9.834469	8.573934	9.372705	5.539639	6.028033	6.136658
MB-2964	7	6.06000	Moderate	NO	2	Positve	GAIN	5	69.48	9.6000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	3	12.447533	8.126935	11.421540	10.360088	11.177957	5.347370	5.714102	5.841015
MB-2966	2	5.03600	Moderate	NO	2	Positve	NEUTRAL	8	50.30	265.0000000	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	18.00	2	9.746480	10.432002	11.118513	10.310396	11.994858	7.830679	6.012661	5.577357
MB-2969	0	3.02600	High	NO	2	Positve	LOSS	3	66.86	172.9000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	13.00	1	10.088930	9.710858	11.264404	9.665315	11.295582	7.038725	6.257352	5.581440
MB-2970	2	4.05000	High	NO	2	Positve	NEUTRAL	4ER+	46.49	252.8666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	25.00	2	9.416912	9.357349	11.291398	10.067145	11.464947	7.537330	5.930648	5.395624
MB-2971	2	4.03000	Moderate	NO	2	Positve	NEUTRAL	3	69.60	264.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	2	10.241063	10.900822	11.555516	9.657757	12.022038	6.755611	5.929900	5.944692
MB-2977	0	2.03000	High	NO	2	Positve	NEUTRAL	7	40.02	110.6000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	15.00	1	10.084217	9.011832	10.908658	9.456444	11.650775	7.736477	5.981330	5.889633
MB-2983	1	4.03000	Moderate	NO	2	Positve	GAIN	5	56.26	180.8333333	DECEASED	LumB	HER2+	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	2	15.00	2	14.139751	10.658808	11.653833	10.133705	12.077571	8.190464	5.963595	5.408047
MB-2984	0	4.04000	Moderate	NO	2	Positve	GAIN	9	64.04	261.2000000	LIVING	LumB	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	1	12.613822	10.432488	10.824596	9.740802	12.068353	5.206535	5.929496	5.817347
MB-2990	0	2.03000	Low	NO	2	Positve	NEUTRAL	8	48.47	260.0000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	15.00	1	11.456606	11.038070	12.071817	11.703888	13.431619	6.891683	5.808564	6.399428
MB-2993	0	4.04000	Low	NO	2	Negative	NEUTRAL	10	63.65	187.0333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	9.277437	7.137747	7.331706	6.970421	8.264621	5.448569	5.925144	6.488504
MB-2994	1	5.03600	Moderate	NO	2	Positve	GAIN	5	46.70	254.5000000	LIVING	LumA	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	18.00	2	13.225265	9.875667	11.274399	10.162123	11.834859	6.850870	5.866410	5.976909
MB-2996	0	4.03200	High	NO	2	Positve	NEUTRAL	7	58.10	191.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	16.00	1	10.212300	11.487126	11.179915	9.901222	11.675406	8.308082	6.085708	6.051398
MB-2999	0	4.02400	Moderate	NO	2	Positve	NEUTRAL	7	61.42	262.0000000	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	12.00	1	11.759946	10.653600	11.787938	11.274015	12.391142	5.210223	6.046754	5.640039
MB-3001	1	5.02400	High	YES	2	Negative	LOSS	10	50.45	263.2333333	LIVING	claudin-low	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	12.00	2	8.279106	6.190913	6.459026	5.553313	7.616188	5.280460	6.362959	6.433662
MB-3002	1	4.06000	High	NO	2	Positve	NEUTRAL	3	62.32	140.5666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	30.00	2	10.166435	10.728894	10.946519	9.988148	12.279995	5.505954	6.254605	6.295761
MB-3005	0	3.04600	Moderate	NO	2	Positve	NEUTRAL	8	45.75	253.0666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	23.00	1	10.397328	10.063256	11.366470	10.561680	11.712202	7.238610	6.016614	5.978934
MB-3006	6	5.04000	Moderate	NO	2	Positve	NEUTRAL	4ER+	60.09	15.7000000	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	3	9.725673	10.032015	9.949707	8.318691	10.500321	5.328393	5.917409	5.863571
MB-3007	0	3.02400	Moderate	NO	2	Positve	GAIN	2	48.48	114.9000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	12.00	1	11.754508	10.734528	11.729095	10.434379	11.455794	6.569664	5.947595	6.692088
MB-3008	0	2.02400	Moderate	NO	2	Positve	NEUTRAL	8	51.94	149.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	12.00	1	10.490392	10.184343	11.706749	10.953700	12.910652	6.304726	5.687696	6.289678
MB-3013	1	3.04600	Moderate	NO	2	Positve	NEUTRAL	4ER+	50.37	238.3666667	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	1	23.00	2	9.347114	8.751056	10.917877	9.991165	10.814667	5.622872	6.012209	5.834999
MB-3014	1	5.03000	High	YES	2	Negative	NEUTRAL	1	39.70	262.6333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	2	9.778115	5.570611	6.044387	7.490151	6.147680	5.347693	6.456965	5.676567
MB-3016	0	4.02000	High	NO	2	Positve	NEUTRAL	2	56.83	258.8666667	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	10.00	1	9.472326	11.190046	11.060874	9.164700	10.867835	6.062846	6.204744	6.080553
MB-3021	1	5.04400	Moderate	NO	2	Positve	NEUTRAL	8	63.08	217.5666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	3	22.00	1	9.570831	11.217509	11.011051	8.742643	12.152977	9.912862	5.825183	6.107845
MB-3025	1	5.02600	High	YES	2	Negative	GAIN	5	37.89	256.0000000	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	13.00	2	13.988712	5.511343	11.317259	8.026237	11.852949	5.303735	6.050181	5.253200
MB-3026	0	4.04400	High	NO	2	Positve	NEUTRAL	6	49.92	261.2000000	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	2	9.819316	11.701086	11.228038	10.869365	11.809449	5.679634	5.776930	5.782490
MB-3028	0	4.03400	High	NO	2	Positve	GAIN	9	60.93	42.5666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	17.00	1	12.265616	8.127866	11.345432	9.389688	11.601674	5.298616	5.215813	6.018743
MB-3031	2	5.04200	High	YES	2	Negative	GAIN	5	46.76	35.6333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	21.00	2	13.863100	7.902697	10.683220	9.011153	11.599268	5.459703	5.989386	6.434361
MB-3032	0	2.03000	High	NO	2	Positve	NEUTRAL	3	50.01	250.1333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	15.00	1	9.816495	9.360520	10.783458	9.934946	11.623157	7.439439	5.962790	5.757277
MB-3033	0	3.03800	High	NO	2	Positve	NEUTRAL	3	69.07	70.4000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	19.00	1	10.098888	11.281572	11.291820	10.494924	12.496838	8.479621	5.959780	6.115897
MB-3035	0	3.04400	High	NO	2	Positve	LOSS	7	54.64	260.7333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	22.00	1	9.926721	9.985663	11.760193	11.276499	11.828685	5.772880	6.117851	5.842757
MB-3037	0	3.02600	High	NO	2	Positve	NEUTRAL	3	53.19	98.8333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	13.00	1	9.867933	10.572552	11.495737	9.616731	12.665224	9.113302	6.140320	6.582348
MB-3046	0	4.07000	Moderate	NO	2	Negative	NEUTRAL	10	67.20	73.8333333	DECEASED	Basal	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	1	10.215861	5.945347	7.644789	7.709889	9.154609	5.091162	6.486338	5.673398
MB-3049	0	3.03200	Moderate	NO	2	Positve	NEUTRAL	7	57.17	259.9666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	16.00	1	10.489195	8.863176	10.793536	10.058256	11.986026	6.304016	5.781963	6.053089
MB-3050	0	4.06000	Moderate	NO	2	Positve	NEUTRAL	2	59.53	255.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	1	11.004153	12.825935	11.850897	9.127701	10.828037	5.269242	6.076633	5.697488
MB-3057	1	5.08600	High	YES	2	Negative	NEUTRAL	10	55.30	32.0333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	43.00	2	9.138526	5.611361	5.368618	6.892350	5.928667	5.323117	6.319776	5.683742
MB-3058	2	5.08000	Moderate	YES	2	Negative	NEUTRAL	4ER-	47.74	254.2666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	2	9.182716	5.934686	6.223118	6.690017	9.216513	5.455894	6.359190	5.682417
MB-3060	1	5.07200	Moderate	NO	2	Positve	NEUTRAL	6	65.69	44.6000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	36.00	2	10.077649	10.271296	11.602068	10.546562	12.084325	5.649540	5.848880	5.821614
MB-3062	0	4.03400	NA	NO	2	Negative	NEUTRAL	10	62.87	146.3666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.00	1	8.616461	6.117364	5.670649	6.914849	8.223211	5.391445	5.931192	6.973207
MB-3063	6	6.04000	High	YES	2	Negative	NEUTRAL	10	43.51	28.5666667	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	3	10.292837	5.539984	5.636049	7.297214	7.157132	5.407988	6.311530	5.518323
MB-3064	0	2.04000	High	NO	2	Positve	NEUTRAL	4ER+	46.70	165.1666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	20.00	1	10.855832	9.411432	11.328784	9.456113	11.380797	6.837196	6.526981	5.978815
MB-3067	2	5.03600	High	YES	2	Negative	NEUTRAL	9	60.29	259.5333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	2	9.674245	6.167202	5.289602	7.169445	7.049930	5.145460	6.113843	6.623640
MB-3079	0	3.03000	High	NO	2	Positve	NEUTRAL	8	50.54	149.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	15.00	1	11.278587	9.912143	11.316150	10.960072	12.290646	7.758625	6.311303	6.644832
MB-3083	2	5.06000	High	NO	2	Positve	NEUTRAL	1	68.50	81.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	11.019132	11.899366	11.309375	10.232853	13.009543	5.915130	5.805001	5.981470
MB-3085	0	3.05000	Moderate	NO	2	Positve	NEUTRAL	4ER+	43.68	210.9666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	25.00	1	10.395432	9.057158	10.981513	9.349034	11.981742	6.231302	6.444070	6.316034
MB-3088	0	3.03800	High	NO	2	Positve	NEUTRAL	7	65.58	256.5000000	LIVING	LumA	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	19.00	1	11.204771	11.443003	11.471684	11.040465	12.632968	6.812883	5.995278	6.147540
MB-3092	2	5.07600	High	NO	2	Positve	NEUTRAL	8	56.73	152.3333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	38.00	2	10.700419	12.107507	11.814059	10.526311	12.840863	6.859287	6.568596	6.167944
MB-3102	2	4.04000	High	NO	2	Positve	NEUTRAL	9	60.34	258.3333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	2	10.928085	10.704899	11.427172	10.459100	11.904143	6.300332	6.415928	6.120177
MB-3103	0	4.03000	High	NO	2	Positve	GAIN	5	58.55	28.7333333	DECEASED	LumB	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	15.00	1	14.407287	10.622956	10.966500	9.329273	10.401203	5.643402	6.412973	6.504592
MB-3104	0	3.04000	Moderate	NO	2	Positve	GAIN	5	28.96	75.3666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	20.00	1	12.859151	9.656484	11.659888	10.415396	12.823160	5.864217	6.174098	6.132360
MB-3105	2	3.05400	High	NO	2	Positve	NEUTRAL	3	48.34	252.3333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	27.00	2	10.856474	9.656158	11.600690	9.540111	11.883221	8.848304	6.097302	6.689338
MB-3110	2	4.03200	High	NO	2	Positve	NEUTRAL	3	61.07	100.7333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	2	16.00	2	10.757700	9.661953	11.188098	10.548328	12.224928	5.528485	6.646718	6.068687
MB-3121	0	2.02400	High	NO	2	Positve	NEUTRAL	3	63.06	131.3333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	12.00	1	10.219055	11.335258	11.642062	9.784289	12.046370	7.278472	6.278547	6.176298
MB-3122	0	4.03400	High	NO	2	Positve	GAIN	9	62.39	257.7666667	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.00	1	12.261346	9.111283	11.506945	8.582759	11.432532	5.369744	6.510776	6.289400
MB-3123	4	6.04400	Moderate	YES	2	Negative	GAIN	9	50.26	167.4333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	3	12.003932	5.568022	6.908990	6.150502	9.213327	5.111803	5.985241	6.495456
MB-3153	1	5.03200	NA	YES	2	Negative	NEUTRAL	10	42.17	227.9333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	16.00	2	10.265757	7.088804	9.490822	8.599767	11.036973	5.399072	7.789060	5.943258
MB-3165	1	5.05600	Moderate	YES	2	Negative	LOSS	1	59.78	221.2333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	28.00	2	9.433150	7.286761	11.130831	9.498014	9.533575	5.172069	6.195522	5.468147
MB-3167	1	4.03200	Moderate	NO	2	Positve	GAIN	8	66.76	136.9333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	1	11.471044	11.754447	11.593181	10.998793	12.004305	6.239637	5.943285	6.197224
MB-3171	0	3.02600	Moderate	NO	2	Positve	NEUTRAL	7	54.95	219.6666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	13.00	1	10.729880	12.290845	11.491258	9.883835	12.573459	6.708351	6.315485	5.592670
MB-3181	0	4.02800	High	NO	2	Positve	NEUTRAL	2	43.60	178.1666667	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	14.00	1	9.297398	11.090065	11.398202	10.236499	11.335181	6.160774	6.472912	5.969668
MB-3211	0	4.02600	High	NO	2	Negative	NEUTRAL	10	58.31	145.5000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	13.00	1	9.337319	5.464610	5.341871	8.095332	8.874264	5.422546	6.736156	5.686342
MB-3218	1	5.03400	High	YES	2	Negative	NEUTRAL	10	44.94	248.7666667	LIVING	Basal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.00	2	10.034851	5.765178	5.967295	5.645872	9.140926	5.197607	6.446599	5.903997
MB-3222	0	2.03400	Moderate	NO	2	Negative	NEUTRAL	7	63.03	23.9333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	17.00	1	10.339293	8.816662	11.280321	9.811939	11.970399	7.734963	5.982559	6.298589
MB-3228	0	3.03400	High	NO	2	Positve	NEUTRAL	4ER+	58.31	252.0000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	17.00	1	11.084914	10.478874	11.852242	10.316309	11.509284	6.645557	6.068956	6.224008
MB-3235	0	4.03400	Moderate	NO	2	Positve	GAIN	5	50.66	236.1333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	17.00	1	13.853575	9.317939	11.228222	9.580997	10.305199	6.236054	6.209452	6.393077
MB-3252	0	2.04000	NA	NO	2	Positve	NEUTRAL	3	41.40	99.7000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Mixed Mucinous Carcinoma	Negative	Positive	1	20.00	1	10.711487	10.331345	11.320325	9.640480	12.525331	7.581301	5.928726	6.243778
MB-3253	3	5.05200	Moderate	NO	2	Positve	NEUTRAL	9	56.81	55.8333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	26.00	2	10.318722	9.668835	11.213697	9.206170	11.465495	6.339002	5.792327	6.428960
MB-3254	0	2.03600	High	NO	2	Positve	NEUTRAL	3	50.21	123.9000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	18.00	1	10.345899	10.358236	11.210647	10.497106	11.965779	7.841018	5.727277	6.034979
MB-3266	1	5.03400	Low	NO	2	Positve	GAIN	1	52.91	51.2000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	17.00	2	10.985133	10.482195	10.854167	9.498443	11.263512	5.868435	5.893164	6.150149
MB-3271	0	4.04000	High	NO	2	Negative	NEUTRAL	10	59.43	65.4666667	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	9.085096	6.279069	5.892286	5.792395	7.927633	5.121106	5.817045	5.779079
MB-3272	6	6.04000	High	NO	2	Positve	GAIN	5	63.53	22.6666667	DECEASED	LumB	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	20.00	3	12.742993	11.066520	11.130791	8.987048	11.044098	7.050987	5.936089	5.567248
MB-3275	0	4.05600	Moderate	NO	2	Positve	NEUTRAL	1	45.00	41.5333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	28.00	1	9.673767	9.675669	10.953182	9.580152	10.789354	6.222259	6.103688	6.082914
MB-3277	3	5.06000	High	YES	2	Negative	NEUTRAL	1	29.92	32.9333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	8.841489	6.758536	5.736867	8.073089	7.833346	5.489342	5.940001	6.431271
MB-3292	0	4.03600	Moderate	NO	2	Negative	NEUTRAL	10	60.04	217.7666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	1	9.283164	6.031830	6.272157	6.607432	6.909369	5.487788	6.056223	5.783962
MB-3295	0	4.05000	Low	NO	2	Positve	NEUTRAL	4ER+	60.42	158.5333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	1	10.989515	10.791638	11.154070	9.945886	11.897530	6.600930	6.079504	6.118815
MB-3297	1	5.05000	Low	YES	2	Negative	NEUTRAL	10	42.72	236.0666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.054300	7.560292	6.782449	6.132109	7.305493	5.587848	6.470330	6.772812
MB-3298	0	3.03000	High	NO	2	Positve	NEUTRAL	3	48.75	242.5666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	10.301112	11.177572	10.985623	9.480564	12.049748	6.163536	6.851782	5.838354
MB-3300	0	3.03800	Moderate	NO	2	Positve	NEUTRAL	7	64.99	247.0000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	19.00	1	10.224804	11.458429	11.104750	11.271108	11.755034	5.805277	5.743265	6.038730
MB-3301	0	3.06400	NA	NO	2	Positve	NEUTRAL	8	49.50	248.7666667	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	32.00	1	10.388591	10.126683	11.046494	10.535660	12.023360	7.918104	6.267506	6.169628
MB-3303	1	5.04000	High	NO	2	Positve	NEUTRAL	4ER+	63.96	243.9000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast	Negative	Positive	3	20.00	2	10.472940	10.728031	11.309900	10.235398	10.703363	6.551408	5.887918	6.107348
MB-3328	1	4.07000	High	NO	2	Positve	NEUTRAL	7	69.65	191.1333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	35.00	2	11.684502	11.617554	11.648177	10.695642	12.621712	5.351446	6.044344	5.858723
MB-3329	0	4.04000	Moderate	NO	2	Negative	GAIN	5	56.03	37.9666667	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	1	14.464040	5.906301	11.634384	7.472363	11.693393	5.463648	6.059837	6.708331
MB-3341	0	3.06000	High	NO	2	Positve	NEUTRAL	8	62.96	148.7666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	1	9.311744	11.536390	11.406634	10.451051	12.064285	7.169067	5.991853	5.820001
MB-3344	0	3.04600	Moderate	NO	2	Positve	LOSS	3	33.76	241.2666667	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	23.00	1	10.962119	10.962157	12.010455	10.354902	12.879064	7.595273	6.183351	6.050359
MB-3350	0	3.06000	Moderate	NO	2	Positve	NEUTRAL	3	62.62	227.8000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	30.00	1	9.601364	11.657722	12.367794	10.712453	12.650474	7.460522	6.175444	6.549875
MB-3351	0	3.03400	High	NO	2	Positve	NEUTRAL	3	39.40	241.8666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	1	10.785203	10.185399	11.864648	10.343777	12.022161	8.575117	6.408322	6.338459
MB-3355	4	6.05400	High	YES	2	Negative	GAIN	5	48.53	109.0000000	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	27.00	3	14.316900	5.492472	11.086765	8.688877	11.250587	5.150695	7.576137	5.792697
MB-3357	0	4.05000	High	NO	2	Positve	GAIN	9	47.75	38.0333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	25.00	1	11.427869	9.499874	11.542972	9.893157	12.386158	7.883519	6.198253	6.807567
MB-3360	0	4.05600	High	NO	2	Positve	GAIN	5	48.48	26.7666667	DECEASED	LumB	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	28.00	1	14.197353	9.336185	11.992550	9.281714	11.417239	7.008173	6.178798	6.652179
MB-3361	0	4.03200	High	NO	2	Positve	GAIN	5	57.31	68.2000000	DECEASED	LumB	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	16.00	1	14.357832	10.838230	11.650806	9.412425	11.370113	5.783069	6.050027	6.235674
MB-3363	0	4.04000	High	NO	2	Positve	NEUTRAL	10	56.42	10.8666667	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	9.870100	7.908266	6.415750	5.401414	7.362105	5.356398	5.949741	7.166995
MB-3365	1	4.05400	High	NO	2	Positve	NEUTRAL	7	51.18	241.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	27.00	2	9.564598	10.781587	12.063044	9.411606	11.898335	8.930588	6.111931	6.447866
MB-3367	0	4.04600	High	NO	2	Negative	NEUTRAL	10	65.62	179.4333333	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	23.00	1	9.941069	7.444146	6.676025	6.683696	6.978347	5.468198	6.141734	5.602608
MB-3371	0	3.03200	High	NO	2	Positve	GAIN	8	66.15	241.2666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	16.00	1	11.883472	10.788427	11.499225	11.204062	12.887012	5.829717	6.124240	5.962193
MB-3378	0	3.03600	High	NO	2	Positve	NEUTRAL	4ER+	65.50	87.5333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	18.00	1	10.275406	11.515145	11.384619	9.604003	12.110476	6.374571	6.525968	6.224648
MB-3379	0	4.04000	Moderate	NO	2	Positve	GAIN	5	60.99	113.8333333	DECEASED	LumA	HER2+	Died of Other Causes	YES	Breast Invasive Lobular Carcinoma	Positive	Positive	3	20.00	1	13.030620	11.504860	11.721550	10.750578	12.492363	5.984187	6.317517	5.797558
MB-3381	3	5.04000	Low	NO	2	Positve	GAIN	7	53.36	236.6333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	2	10.783462	9.290415	10.816872	9.316509	11.330095	6.253096	6.125646	6.004027
MB-3382	0	4.08000	High	NO	2	Positve	GAIN	5	61.26	136.2333333	LIVING	LumB	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	40.00	1	13.124740	9.463885	11.352289	8.976425	11.775335	5.387687	6.065417	6.007912
MB-3383	8	6.05600	Moderate	YES	2	Negative	NEUTRAL	10	38.49	23.2000000	DECEASED	claudin-low	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	28.00	3	10.297890	5.785157	6.431051	7.400746	6.678959	5.466475	6.276899	6.423317
MB-3386	3	5.07000	High	YES	2	Negative	GAIN	1	40.06	55.6333333	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	35.00	2	13.845448	6.690658	11.577441	8.511317	12.078749	5.067704	6.356613	6.453384
MB-3388	1	5.04000	High	NO	2	Positve	GAIN	8	59.30	228.6000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	2	10.722748	12.189165	11.728525	10.422285	12.252172	6.610055	6.106816	6.124769
MB-3389	0	4.04000	High	NO	2	Positve	GAIN	6	63.34	240.7000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	3	20.00	1	10.859205	11.547209	12.291180	10.055956	11.310523	5.531805	6.529325	5.911824
MB-3395	0	4.03000	High	NO	2	Negative	NEUTRAL	10	52.45	243.7666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	9.657040	6.148395	7.496539	6.896237	7.615870	5.452643	6.088789	6.674842
MB-3396	3	5.05000	High	YES	2	Negative	NEUTRAL	3	59.29	226.7333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.912890	6.389749	10.336733	6.737560	9.761730	5.372075	5.680499	6.029174
MB-3402	3	5.05600	High	YES	2	Negative	GAIN	1	41.17	50.0333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	28.00	2	11.880357	10.248313	11.321555	9.739491	11.711541	8.205788	6.324570	6.534233
MB-3403	1	4.03400	Moderate	NO	2	Positve	NEUTRAL	3	50.92	138.3333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	2	10.496589	9.823984	11.480999	9.934233	11.302368	7.396397	6.403647	6.529427
MB-3412	7	6.05200	High	NO	2	Positve	NEUTRAL	8	55.28	228.8000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	26.00	3	10.688567	10.942827	11.397244	10.082199	12.203971	5.738060	6.335019	6.152382
MB-3417	0	3.04000	NA	NO	2	Positve	NEUTRAL	7	59.16	103.4666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	20.00	1	10.330220	12.740167	12.595021	10.249433	12.993489	8.709237	6.031962	6.222458
MB-3429	1	4.05200	Moderate	NO	2	Positve	NEUTRAL	4ER+	49.08	243.5000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	26.00	2	11.008793	7.726837	10.830067	9.122258	11.765458	5.444871	6.229484	5.767614
MB-3430	1	5.05000	High	NO	2	Positve	NEUTRAL	3	68.86	219.7666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	10.749292	10.319256	12.090888	9.807309	11.719644	7.090401	5.972884	6.017136
MB-3435	1	5.06000	High	YES	2	Negative	GAIN	5	37.05	25.4333333	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	30.00	2	14.210238	6.954183	11.546349	8.598769	11.953579	5.319884	5.884956	6.035886
MB-3436	6	6.26000	High	YES	2	Negative	LOSS	1	38.20	50.7666667	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	130.00	3	9.888552	10.227027	12.050932	9.243268	12.602092	8.437960	6.534325	6.322436
MB-3437	0	4.04200	Moderate	NO	2	Positve	NEUTRAL	4ER+	70.52	108.7666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	21.00	1	9.766775	12.344403	12.557420	10.515018	11.866564	6.892439	5.860120	6.134457
MB-3439	1	4.03400	Moderate	NO	2	Positve	NEUTRAL	8	43.67	188.7333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	17.00	2	10.181827	10.031496	11.458224	9.847294	12.150357	6.612446	6.528300	6.322806
MB-3450	0	3.03400	High	NO	2	Positve	LOSS	8	51.52	240.4666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	1	10.757788	11.895741	11.869412	11.647904	11.632200	7.054069	5.938748	7.009003
MB-3452	0	4.06000	High	NO	2	Positve	NEUTRAL	2	64.04	119.8666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	1	10.004953	9.968045	11.007324	9.675115	10.964807	5.324801	6.015159	5.636211
MB-3453	1	5.07000	High	YES	2	Negative	NEUTRAL	10	51.36	32.8333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	10.399670	6.011115	10.685807	7.851520	10.908497	5.196353	8.708395	6.629277
MB-3459	0	3.04000	High	NO	2	Positve	GAIN	7	57.66	241.4000000	LIVING	claudin-low	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.689281	10.086690	10.919986	9.917441	11.196534	5.873878	5.965759	6.223858
MB-3462	2	4.03200	Moderate	NO	2	Positve	NEUTRAL	3	40.92	234.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	2	10.275401	10.462618	11.545623	10.636390	12.266919	8.390292	6.370922	6.215383
MB-3466	0	4.03000	High	NO	2	Positve	NEUTRAL	2	55.30	234.1333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.00	1	10.465517	10.411070	11.565831	9.892467	12.054518	6.099671	6.225663	6.057377
MB-3467	6	5.07000	High	YES	2	Negative	GAIN	5	21.93	38.8000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Positive	Negative	2	35.00	3	14.365581	5.888270	10.476196	7.354156	9.658970	5.377712	6.178956	5.847321
MB-3470	2	5.11000	High	YES	2	Negative	GAIN	5	56.40	62.5333333	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	55.00	2	13.494192	6.143784	10.761092	8.045826	11.377696	5.180968	6.194939	6.113220
MB-3476	0	4.03400	High	NO	2	Negative	NEUTRAL	10	68.59	159.0666667	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.00	1	10.375347	6.753545	5.637851	8.530044	6.792742	5.133517	6.260233	6.847022
MB-3479	1	5.04400	Moderate	NO	2	Positve	NEUTRAL	4ER+	60.30	231.6666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	22.00	2	9.633811	8.460517	9.469179	8.249652	10.504864	6.106141	5.566483	6.094556
MB-3487	0	4.05400	High	NO	2	Positve	GAIN	1	43.58	237.1333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	1	10.644271	10.267879	12.125305	11.428410	13.132729	5.668715	5.793478	5.994670
MB-3488	0	4.10000	High	YES	2	Negative	GAIN	5	41.10	27.4666667	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	50.00	2	13.929986	7.987557	11.381667	8.051253	12.215038	5.232282	6.332855	5.440994
MB-3490	0	3.04000	High	NO	2	Positve	NEUTRAL	3	45.74	102.4000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.732158	10.290796	12.368671	10.030571	11.391423	7.299402	5.895608	6.679431
MB-3492	1	5.04000	Moderate	NO	2	Positve	NEUTRAL	1	62.09	118.1333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	2	10.488210	11.246158	11.455721	9.573446	10.925599	7.200805	6.321103	5.986010
MB-3497	5	6.06200	High	YES	2	Negative	GAIN	5	53.50	15.5000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	31.00	3	13.908813	5.977275	10.812358	7.634671	11.021350	5.123531	5.884601	5.544157
MB-3500	0	4.06000	Moderate	NO	2	Negative	NEUTRAL	10	66.91	239.3000000	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	1	8.646379	5.458537	6.587655	6.442623	5.993594	5.341845	6.235804	5.616065
MB-3502	3	5.05400	Moderate	YES	2	Negative	NEUTRAL	10	50.79	229.3333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	2	10.265597	6.762523	6.571726	6.659180	7.413847	5.387787	6.136394	6.622645
MB-3506	1	5.03200	High	NO	2	Positve	LOSS	1	39.28	240.8333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast	Negative	Positive	3	16.00	2	9.392428	10.061535	11.345459	10.035660	11.725601	6.467657	5.857112	6.072205
MB-3510	1	3.04000	High	NO	2	Positve	NEUTRAL	7	67.60	59.6000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	20.00	2	10.825534	12.224785	12.199856	10.979098	12.566511	7.073937	5.900034	6.419095
MB-3525	5	6.05400	High	NO	2	Positve	GAIN	1	65.56	236.7000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	3	10.255226	10.836209	11.391350	9.172141	11.975984	5.390695	6.198331	5.583796
MB-3526	3	5.04400	Low	NO	2	Positve	GAIN	6	60.30	86.0666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	2	11.600851	10.210169	10.945342	9.773699	11.755145	5.474716	5.862419	6.034096
MB-3528	0	4.05000	NA	NO	2	Negative	GAIN	5	71.03	113.6666667	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	25.00	1	13.280725	6.229339	11.459680	9.025259	11.686401	5.158201	5.647475	5.898108
MB-3530	1	4.05200	NA	NO	2	Positve	NEUTRAL	8	70.94	112.9666667	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	26.00	2	10.649654	10.317198	11.360734	10.553381	12.258997	7.302028	5.879123	6.430352
MB-3536	6	5.03000	NA	NO	2	Positve	UNDEF	5	48.12	86.2333333	DECEASED	Normal	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	3	11.575958	9.082480	11.023390	9.220849	10.820938	5.520041	6.058731	5.622527
MB-3545	0	4.04200	Moderate	NO	2	Positve	NEUTRAL	7	49.84	232.7333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	21.00	1	10.951208	10.042439	12.123872	9.503870	11.952536	6.881040	5.919203	5.925317
MB-3547	NA	3.08000	NA	NO	2	Positve	NEUTRAL	4ER+	68.13	33.0000000	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Invasive Mixed Mucinous Carcinoma	Negative	Positive	NA	40.00	1	10.550700	11.623067	11.627428	10.498580	11.603011	8.008227	6.121110	5.767034
MB-3548	1	4.04000	High	NO	2	Positve	NEUTRAL	3	66.85	234.5333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	2	10.637414	11.909050	12.173542	10.461789	12.559796	7.274062	6.140353	5.806695
MB-3556	2	5.16000	High	YES	2	Negative	GAIN	1	51.76	38.0333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	80.00	2	13.243471	6.916147	11.470396	7.998259	10.495830	5.466613	6.182885	5.862082
MB-3567	0	4.05000	High	YES	2	Negative	NEUTRAL	1	55.95	236.0333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	25.00	2	9.415140	6.303730	9.263742	6.913920	10.525790	5.216353	5.588008	6.769935
MB-3576	0	4.07400	High	NO	2	Positve	NEUTRAL	6	53.04	24.8666667	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	37.00	1	10.895900	11.031252	11.585872	10.779178	12.231172	5.505783	5.864725	5.559210
MB-3582	0	1.12000	High	NO	2	Negative	NEUTRAL	4ER-	63.97	229.3666667	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	60.00	1	9.980178	9.844672	10.152969	8.559175	10.824812	6.443839	5.994227	6.149751
MB-3600	1	4.02400	High	NO	2	Positve	NEUTRAL	9	60.15	214.7000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	12.00	2	10.360994	11.557880	11.597848	11.229938	10.830366	6.700096	5.989255	5.895532
MB-3606	0	4.08000	High	NO	2	Negative	GAIN	5	68.61	110.6333333	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	40.00	1	13.651282	6.092218	10.325167	7.597461	11.347268	5.240652	5.804568	5.728076
MB-3614	3	5.06800	Moderate	NO	2	Positve	NEUTRAL	1	63.95	235.4000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	34.00	2	9.499126	11.074623	10.660657	10.861362	11.144965	5.937683	6.304318	6.127422
MB-3702	1	5.01100	Moderate	YES	2	Negative	NEUTRAL	10	37.16	230.4666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	5.50	2	9.977702	6.773840	8.365969	6.987022	8.611845	5.479690	6.024714	6.617234
MB-3706	0	4.03600	High	NO	2	Negative	NEUTRAL	10	55.71	38.8000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	1	8.942201	5.339991	6.585924	5.434568	7.314026	5.461481	6.230423	5.713685
MB-3707	1	5.05000	High	NO	2	Positve	NEUTRAL	4ER+	70.77	228.7666667	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.798341	9.878717	10.125075	8.519742	10.216413	5.412350	6.348172	6.136079
MB-3711	0	2.04000	High	NO	2	Positve	GAIN	3	41.52	222.1000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	1	10.444073	9.811389	11.293629	9.584945	12.150427	7.175275	6.061476	5.831771
MB-3748	0	4.03000	Moderate	NO	2	Positve	NEUTRAL	4ER+	51.01	228.0000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.00	1	9.724970	11.001833	11.978741	10.792006	11.946381	6.044144	5.935219	5.985881
MB-3752	0	4.03000	High	NO	2	Negative	LOSS	4ER-	49.98	75.3333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	8.632157	6.058171	5.534472	6.261288	6.267511	5.525113	5.574336	6.462057
MB-3754	0	4.05000	Moderate	NO	2	Positve	NEUTRAL	1	57.01	92.7333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	1	9.411004	10.657799	10.761243	10.327996	11.280287	5.514848	5.897014	6.178413
MB-3781	0	3.03600	High	NO	2	Positve	NEUTRAL	8	48.16	224.5666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	18.00	1	9.781468	10.822062	11.441766	9.947022	11.700403	9.736274	5.829326	6.610931
MB-3797	0	1.04800	High	NO	2	Positve	LOSS	8	68.72	228.3333333	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast	Negative	Positive	NA	24.00	1	10.542659	11.784521	12.130402	11.323154	12.223502	8.200962	5.379413	6.234795
MB-3823	NA	3.05000	Moderate	NO	2	Positve	UNDEF	3	40.78	222.5000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	1	9.930981	9.287619	10.557128	9.645896	10.959554	7.312710	6.110143	6.415815
MB-3824	0	4.04400	High	NO	2	Positve	NEUTRAL	2	49.45	126.4666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	22.00	1	10.551702	10.788774	11.564065	9.647468	11.287750	6.208855	6.437190	5.508467
MB-3838	0	4.04600	High	NO	2	Positve	NEUTRAL	8	60.45	134.4666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	1	10.188291	11.635826	11.690178	9.805368	12.228841	8.996135	5.734020	6.527802
MB-3840	0	3.03200	High	NO	2	Positve	NEUTRAL	6	53.89	287.2333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	16.00	1	9.865616	10.747961	11.825162	11.328657	12.967244	5.257948	5.804907	5.690393
MB-3842	1	5.04800	High	NO	2	Positve	NEUTRAL	1	54.60	226.0666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	24.00	2	8.976580	10.081274	10.499117	9.322914	11.132754	5.248270	6.097054	5.546372
MB-3850	0	3.04000	Moderate	NO	2	Positve	GAIN	4ER+	65.89	72.3000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Positive	Positive	2	20.00	1	12.926061	10.142615	11.299009	9.393471	11.429888	6.015710	5.986580	6.129209
MB-3852	0	4.04600	High	NO	2	Positve	GAIN	4ER+	43.56	225.5000000	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	23.00	1	12.735390	9.691953	11.764086	9.526202	11.211695	9.109610	6.473224	6.620104
MB-3854	0	2.02400	High	NO	2	Negative	NEUTRAL	3	63.82	99.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	12.00	1	10.945890	10.607492	11.339464	10.607578	11.928165	8.218701	5.985438	6.548169
MB-3865	0	2.03000	Moderate	NO	2	Positve	NEUTRAL	3	49.37	199.9666667	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	1	15.00	1	10.428656	9.462571	10.989198	9.285587	11.570349	5.688955	6.063599	6.437910
MB-3866	0	4.02400	High	NO	2	Negative	GAIN	5	54.29	225.5000000	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	12.00	1	14.049729	5.795445	10.664417	6.690872	11.128749	5.422349	6.316555	5.793983
MB-3871	1	4.05200	High	NO	2	Positve	NEUTRAL	8	62.03	172.8000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	26.00	2	9.907645	11.411786	11.365047	9.771782	12.281178	6.945626	6.030919	6.230819
MB-3874	0	3.03000	Moderate	NO	2	Positve	NEUTRAL	7	35.50	186.4333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	10.919504	9.309848	11.332579	10.784478	11.855825	6.361757	6.187734	6.623462
MB-3978	0	4.02600	NA	NO	2	Negative	GAIN	5	57.91	100.8666667	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	13.00	1	14.043885	5.595046	12.117612	9.313114	11.569767	5.278342	6.550116	5.581213
MB-4000	0	3.04000	High	NO	3	Positve	NEUTRAL	4ER+	76.96	28.0666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	1	8.765629	10.878015	11.821608	10.923280	12.532804	5.404722	5.289757	5.975268
MB-4001	0	3.08000	High	NO	3	Positve	NEUTRAL	7	74.51	49.6666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	40.00	2	12.378963	11.438853	11.583189	11.578280	12.378786	5.144147	5.515964	6.461240
MB-4003	0	3.04000	High	NO	3	Positve	NEUTRAL	6	70.31	106.5666667	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	11.141086	11.378175	10.959590	9.418742	11.722633	7.196964	6.260514	5.516125
MB-4004	0	4.03000	High	NO	3	Positve	NEUTRAL	9	61.16	256.8666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.00	1	10.746687	12.420994	12.291719	8.093687	12.261420	6.132834	6.486059	6.480632
MB-4005	0	3.03600	Moderate	NO	3	Positve	NEUTRAL	3	66.37	188.3666667	LIVING	claudin-low	NA	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	18.00	1	10.099587	10.749329	11.381348	9.222334	11.397105	5.981426	5.888064	6.196267
MB-4008	3	5.07000	Moderate	NO	3	Positve	GAIN	2	64.91	44.7333333	DECEASED	LumB	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	9.797240	9.716331	12.059495	11.084305	12.529466	6.798949	6.120102	5.979528
MB-4010	0	4.05000	Low	NO	3	Positve	NEUTRAL	6	73.15	11.7000000	DECEASED	Her2	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	10.605487	11.388132	10.897598	10.319289	12.251230	7.500783	6.324263	6.029462
MB-4011	0	4.04400	Moderate	NO	3	Positve	UNDEF	8	72.36	193.1666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	NA	11.557938	10.582604	12.058757	10.601365	12.521850	5.208054	6.285509	6.268226
MB-4012	0	3.05000	High	NO	3	Negative	NEUTRAL	8	63.23	277.3666667	DECEASED	Her2	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	NA	25.00	2	12.563754	6.667666	10.803855	8.973864	13.294985	5.333035	5.316051	5.849074
MB-4015	0	3.06000	Moderate	NO	3	Negative	LOSS	4ER-	76.13	11.3000000	DECEASED	Her2	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	NA	10.380661	5.694310	11.054256	7.836481	11.996231	5.180371	5.831081	5.559005
MB-4017	3	5.08000	High	NO	3	Positve	NEUTRAL	6	76.17	139.3000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	40.00	2	10.445590	13.265184	12.823026	10.675647	12.634502	5.278594	6.242193	6.347455
MB-4018	10	5.04000	Moderate	NO	3	Positve	NEUTRAL	7	71.32	105.6666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	20.00	NA	9.888627	10.693645	11.246631	10.743835	12.566437	5.858377	5.844348	6.501426
MB-4024	0	4.05000	High	NO	3	Negative	LOSS	1	56.14	124.1000000	LIVING	Basal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	11.070744	5.528230	6.938534	5.379635	6.537542	5.554548	6.626844	6.431798
MB-4033	5	5.04400	High	NO	3	Positve	NEUTRAL	4ER+	82.17	15.2000000	DECEASED	LumA	NA	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	22.00	3	9.628528	10.701204	11.507190	10.221186	12.041747	6.688941	5.772956	5.875843
MB-4046	0	3.02600	Moderate	NO	3	Positve	NEUTRAL	8	59.24	298.0333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	13.00	1	11.558655	9.343627	12.234918	10.554062	12.821150	6.643241	6.250953	5.668464
MB-4059	0	3.05000	High	NO	3	Positve	NEUTRAL	3	50.23	172.0000000	DECEASED	Normal	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.580828	9.328118	11.746561	9.802255	12.004507	6.581249	5.681092	6.246229
MB-4079	0	4.04400	High	NO	3	Positve	NEUTRAL	7	63.17	351.0000000	DECEASED	Her2	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	22.00	2	12.297511	9.912919	10.608017	8.845108	12.600351	7.606261	7.111845	5.360359
MB-4091	0	4.06000	Moderate	NO	3	Positve	NEUTRAL	4ER+	74.45	281.3666667	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	10.948563	11.103414	11.539917	10.542005	12.431132	6.777466	5.669184	5.399400
MB-4098	0	2.10000	High	NO	3	Positve	NEUTRAL	7	68.55	176.3666667	LIVING	Her2	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	NA	50.00	NA	11.196733	10.410038	11.249043	11.748174	13.468307	5.513321	5.355378	5.528788
MB-4119	1	4.04000	Moderate	NO	3	Positve	NEUTRAL	7	65.46	67.8000000	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	2	11.783808	11.155034	11.060200	10.754254	13.092518	5.289572	5.505614	5.620335
MB-4120	0	3.02000	High	NO	3	Positve	NEUTRAL	8	56.19	217.1000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	10.00	NA	11.507453	12.286856	12.065118	10.595174	13.170124	7.874257	6.517065	6.340208
MB-4126	0	1.06000	Moderate	NO	3	Positve	NEUTRAL	7	73.20	174.8000000	DECEASED	Her2	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	30.00	2	10.877666	8.059378	9.970246	9.277762	12.020345	6.178492	5.392539	5.874479
MB-4127	6	6.08000	High	YES	3	Negative	GAIN	5	54.35	258.1666667	DECEASED	Her2	HER2+	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	40.00	3	14.643900	6.439321	11.804920	9.063049	12.223552	5.281982	5.577282	6.250026
MB-4139	0	2.04000	High	NO	3	Positve	NEUTRAL	8	63.05	165.4000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	20.00	1	11.472451	12.021746	12.654860	11.297058	11.948690	6.340446	6.265270	6.737590
MB-4140	0	4.04600	High	NO	3	Positve	NEUTRAL	8	71.17	114.5000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	23.00	2	11.372536	11.672885	11.930746	10.635368	13.118579	5.308562	6.205403	5.798303
MB-4141	0	4.03000	Low	NO	3	Positve	NEUTRAL	7	58.32	147.8333333	DECEASED	Her2	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.00	NA	11.548091	9.646853	10.786153	10.662670	12.654915	6.867510	6.527277	5.616624
MB-4145	0	1.04000	High	NO	3	Positve	NEUTRAL	4ER+	60.33	217.6333333	DECEASED	Her2	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	20.00	1	9.535268	10.553544	11.197128	9.854131	10.824048	7.647640	6.090044	5.909858
MB-4146	13	6.04000	Moderate	YES	3	Negative	NEUTRAL	4ER-	43.06	15.6333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	9.364231	6.246319	6.417780	7.252823	7.656100	5.449432	6.138922	5.750672
MB-4148	16	5.07000	Moderate	NO	3	Positve	NEUTRAL	9	57.85	63.0333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	35.00	NA	11.160877	11.085240	11.884082	10.256577	11.892612	6.480194	6.545336	6.609550
MB-4154	0	4.06000	Moderate	NO	3	Positve	NEUTRAL	4ER+	54.22	49.5666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	9.308024	9.749177	10.283170	8.969980	10.835058	6.561595	6.040835	5.943811
MB-4171	0	4.08600	High	NO	3	Positve	GAIN	9	64.21	184.7000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	43.00	2	11.277233	9.617316	11.152181	9.715959	12.401190	5.352937	5.649456	5.910146
MB-4173	2	4.02000	Moderate	NO	3	Positve	NEUTRAL	7	74.31	160.3333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	10.00	2	11.300817	11.858301	11.834008	10.689319	12.805454	5.976340	5.582250	6.373390
MB-4189	1	2.00000	High	NO	3	Positve	NEUTRAL	2	60.99	355.2000000	DECEASED	Her2	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	NA	NA	10.225806	9.389231	9.652212	9.085691	11.527653	5.812284	5.963488	5.271025
MB-4212	0	3.04000	Low	NO	3	Positve	NEUTRAL	4ER+	45.50	330.3666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	NA	11.467932	10.154028	11.061431	10.754440	12.247783	5.980680	5.681674	5.919071
MB-4213	0	3.06000	High	NO	3	Positve	NEUTRAL	4ER+	67.02	84.5000000	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	2	9.451599	11.109046	12.205050	11.449656	12.308611	5.538723	5.680668	5.828369
MB-4222	0	2.08000	High	NO	3	Positve	LOSS	8	58.80	55.2333333	DECEASED	Her2	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	40.00	2	10.741000	8.853856	9.954008	11.100093	13.461598	7.314964	5.458105	5.355557
MB-4224	1	4.07000	High	NO	3	Positve	NEUTRAL	4ER+	72.39	65.5000000	DECEASED	NC	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	35.00	2	10.128568	11.200356	10.755340	10.868510	12.322691	6.232373	5.629579	5.468475
MB-4230	0	3.10000	Moderate	NO	3	Positve	NEUTRAL	7	75.87	115.6000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	50.00	2	10.014957	10.817414	10.792294	9.656545	12.328308	5.149344	5.939279	6.283070
MB-4233	5	5.06000	Moderate	NO	3	Positve	NEUTRAL	9	54.01	36.3666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	2	10.273501	10.484929	10.806071	9.776636	12.258439	5.138348	5.715764	5.649581
MB-4234	0	4.08000	Moderate	NO	3	Positve	NEUTRAL	4ER+	68.25	253.5333333	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	40.00	2	11.090166	10.955619	11.010725	10.752092	12.144756	6.713382	5.499935	6.758116
MB-4235	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	10	67.46	335.7333333	DECEASED	Basal	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	1	10.012809	8.611100	8.486432	8.565528	11.033727	5.352677	5.673804	6.403762
MB-4236	1	5.03600	High	NO	3	Positve	NEUTRAL	9	73.91	203.7000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	2	11.292342	10.843653	10.672158	9.924480	12.538632	5.501929	5.625684	5.607894
MB-4250	1	4.11000	Moderate	NO	3	Positve	LOSS	3	80.81	100.1666667	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	55.00	3	9.878463	11.073728	11.066088	10.695923	11.845575	5.321167	5.927793	6.585511
MB-4254	0	4.06000	High	NO	3	Negative	NEUTRAL	10	68.70	178.4000000	LIVING	Basal	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	NA	9.455306	7.111270	7.024153	8.289395	7.907334	5.404057	6.075194	5.927325
MB-4264	1	4.04000	Moderate	NO	3	Positve	GAIN	7	72.17	163.2000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	NA	11.695912	11.652699	11.350553	10.607112	12.594807	6.450790	5.762821	6.162967
MB-4266	0	4.09000	High	NO	3	Negative	NEUTRAL	6	28.04	33.9000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	45.00	2	11.444663	9.851277	11.557006	10.698966	12.275129	5.613787	5.857456	6.313365
MB-4270	4	5.03600	NA	YES	3	Negative	GAIN	9	37.85	98.7000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	2	18.00	2	13.800596	10.570586	11.025957	8.411508	11.382392	6.039093	5.847039	5.520234
MB-4274	3	4.04000	High	NO	3	Positve	NEUTRAL	8	74.32	59.9333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	2	10.514906	11.896048	11.006482	11.088641	11.580540	6.219203	6.247622	6.389003
MB-4276	1	4.07000	High	NO	3	Positve	GAIN	5	55.07	132.2000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	2	35.00	2	13.924298	9.469694	10.847876	8.555401	12.076687	6.838747	5.683871	5.560932
MB-4278	0	4.06000	Moderate	NO	3	Positve	NEUTRAL	3	68.32	244.2000000	DECEASED	Her2	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	11.280803	11.257518	11.428258	9.899661	11.822310	6.289036	5.951340	6.559868
MB-4281	1	5.04600	Moderate	NO	3	Positve	GAIN	9	60.00	260.0333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	23.00	2	12.208954	11.152927	11.144104	9.500196	11.020839	5.147877	6.109021	6.339030
MB-4282	0	4.02000	High	NO	3	Positve	NEUTRAL	9	49.61	34.1000000	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	10.00	1	9.958497	11.437571	12.189292	10.497607	12.768157	8.477706	5.659756	5.532567
MB-4283	2	4.08000	Moderate	NO	3	Positve	NEUTRAL	8	55.62	174.8333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	40.00	2	11.480590	11.665731	10.949489	9.793889	12.199768	6.425127	6.238929	6.465125
MB-4289	0	2.04000	Moderate	NO	3	Positve	GAIN	2	65.49	96.8333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Positive	Negative	1	20.00	1	12.884073	9.847087	11.519048	10.683024	12.868809	5.334512	6.717114	5.674147
MB-4292	0	4.05000	Moderate	NO	3	Positve	NEUTRAL	8	58.80	335.6000000	DECEASED	LumA	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	NA	11.343551	11.238606	11.039333	9.598824	12.723406	5.818224	6.282052	5.871846
MB-4293	0	3.06000	Moderate	NO	3	Positve	NEUTRAL	8	54.16	219.1666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	30.00	2	11.460454	11.594476	11.122954	11.369259	12.065006	5.680589	5.882403	6.718809
MB-4298	NA	4.04000	Moderate	NO	3	Positve	NEUTRAL	9	70.24	55.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	2	11.779107	11.997347	11.805737	10.076735	13.008121	5.519273	6.721277	6.546810
MB-4300	1	5.06000	Moderate	NO	3	Positve	NEUTRAL	6	70.58	189.0333333	LIVING	Her2	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	10.809852	9.367117	10.382349	8.458831	12.331529	5.532560	6.537325	5.261730
MB-4303	0	4.03000	Moderate	NO	3	Negative	NEUTRAL	4ER-	66.91	89.0333333	DECEASED	Basal	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	11.362666	7.720065	10.056987	8.100405	10.848744	5.348077	6.086963	6.286297
MB-4306	0	2.04200	High	NO	3	Positve	NEUTRAL	3	69.19	234.7000000	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	21.00	2	11.348978	12.418451	12.062810	10.470747	12.299150	8.111059	6.421211	6.543495
MB-4310	0	2.10000	High	NO	3	Positve	NEUTRAL	7	76.51	265.5666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	50.00	NA	11.797222	11.267581	11.724272	10.343289	12.761516	7.348034	7.303078	5.552845
MB-4313	5	6.08000	Moderate	NO	3	Positve	NEUTRAL	4ER+	58.02	300.7000000	DECEASED	LumA	NA	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	40.00	2	11.584169	9.744861	9.446680	9.007428	12.734404	6.140653	5.765084	5.622439
MB-4317	0	3.10000	Moderate	NO	3	Positve	GAIN	5	51.93	177.9000000	LIVING	Her2	NA	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	2	50.00	2	14.464282	11.234326	10.795484	9.020621	10.372246	6.006909	6.695220	6.165334
MB-4318	1	5.04000	Moderate	NO	3	Positve	NEUTRAL	1	72.44	17.1333333	DECEASED	LumB	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	2	10.528749	10.751240	10.763263	10.010956	11.257323	5.908697	6.178083	6.175942
MB-4322	1	4.06000	High	NO	3	Positve	LOSS	7	63.39	196.4666667	DECEASED	LumA	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	2	10.970516	12.298819	11.654422	10.306832	11.798853	5.343220	6.903232	6.093088
MB-4323	8	3.06000	High	NO	3	Positve	NEUTRAL	8	80.04	126.6333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	30.00	NA	11.876089	11.332750	11.844915	9.485495	12.519492	7.168571	6.522305	5.909905
MB-4324	24	6.10000	Moderate	NO	3	Positve	NEUTRAL	6	61.22	87.2333333	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	50.00	2	11.619784	10.924510	10.726852	10.225851	12.258061	6.839408	6.693040	5.843222
MB-4328	1	4.06000	Low	NO	3	Positve	NEUTRAL	7	64.12	199.2666667	DECEASED	LumA	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	NA	10.535431	12.125212	11.470574	10.136801	12.338093	8.926047	6.061484	6.148736
MB-4329	2	5.05800	Moderate	NO	3	Positve	NEUTRAL	7	70.75	168.2666667	DECEASED	LumA	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	29.00	2	11.052632	11.951579	12.303376	10.357519	12.732939	7.008086	5.778845	6.034541
MB-4331	2	5.04000	Moderate	NO	3	Positve	GAIN	1	63.34	235.5666667	DECEASED	Her2	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	12.227498	11.085936	12.197098	10.449056	12.934286	5.211039	6.658045	6.031777
MB-4332	0	4.04000	High	NO	3	Negative	NEUTRAL	10	34.36	307.9333333	LIVING	Basal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	9.938709	6.205533	5.755635	6.946479	6.890103	5.256915	6.900539	6.522367
MB-4333	0	2.05000	Moderate	NO	3	Positve	NEUTRAL	3	64.50	207.9666667	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	1	25.00	2	11.484204	12.227353	11.895951	10.153707	12.351246	5.369610	6.513975	5.855319
MB-4339	0	3.04000	High	NO	3	Positve	NEUTRAL	8	74.98	173.6000000	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.996398	11.242845	11.638337	10.048308	11.925169	6.954074	6.845400	5.925058
MB-4341	18	6.08000	Moderate	YES	3	Negative	GAIN	5	35.14	33.7000000	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	40.00	2	13.592611	5.921582	10.132520	8.419339	11.404549	5.054515	5.964893	5.942111
MB-4342	3	2.12400	Moderate	NO	3	Positve	NEUTRAL	4ER+	73.20	232.7666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	NA	62.00	3	10.227069	11.062892	10.837429	9.473483	12.254012	5.418712	5.807040	6.023343
MB-4348	4	6.08000	Moderate	NO	3	Positve	GAIN	5	61.57	226.2000000	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	40.00	2	14.464282	9.773614	11.760164	8.473438	11.469952	5.296957	6.227031	6.486703
MB-4350	3	5.03000	Moderate	YES	3	Negative	GAIN	5	35.64	31.0666667	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	15.00	2	14.424922	5.528227	9.675704	7.992878	11.531331	5.586049	6.495982	5.305997
MB-4351	0	4.04000	Moderate	NO	3	Positve	NEUTRAL	1	70.27	68.1333333	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	11.629497	7.911717	10.547923	9.692450	10.604636	5.548133	6.769959	5.744068
MB-4353	1	5.06000	Moderate	NO	3	Positve	NEUTRAL	8	59.23	128.5333333	DECEASED	LumB	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	10.792466	10.894585	12.364032	10.412038	12.008131	7.440671	6.420242	5.688362
MB-4354	2	4.07000	Moderate	NO	3	Positve	NEUTRAL	1	55.01	15.3666667	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	35.00	NA	11.430948	7.841076	11.156667	9.744130	12.644232	5.456941	6.010932	5.882053
MB-4357	2	5.04000	Moderate	NO	3	Positve	NEUTRAL	4ER+	77.12	114.0333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	NA	10.979413	10.235839	11.200208	9.822640	12.285222	5.082973	5.936767	6.035253
MB-4360	0	4.01600	Moderate	YES	3	Negative	GAIN	5	59.16	11.8666667	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	8.00	3	14.464282	5.534209	8.914040	6.533487	8.340549	5.566327	6.888868	5.575670
MB-4362	0	4.04000	Low	NO	3	Positve	LOSS	4ER+	50.08	267.2666667	LIVING	Normal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	1	10.328254	9.245655	11.201997	10.104857	12.387963	6.850548	6.078786	6.660937
MB-4368	3	4.05000	High	NO	3	Positve	NEUTRAL	8	74.60	119.4666667	DECEASED	LumA	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	11.421221	11.361490	11.390149	10.278305	12.421042	6.415129	5.924414	6.006203
MB-4374	0	4.06000	Moderate	NO	3	Positve	NEUTRAL	7	77.51	42.5666667	DECEASED	LumA	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	11.557874	12.122446	11.676834	11.601652	12.809228	7.312753	5.916231	5.887343
MB-4375	0	3.03200	Moderate	NO	3	Positve	NEUTRAL	3	40.04	291.1666667	LIVING	Normal	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	1	9.755882	10.233916	10.938075	9.549094	12.446741	7.189315	6.362350	6.341375
MB-4381	3	3.04000	High	NO	3	Positve	NEUTRAL	7	59.75	61.4666667	DECEASED	Normal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	2	12.093745	10.475052	10.390266	10.153084	12.719671	5.889410	5.966528	5.500523
MB-4390	4	5.06000	High	NO	3	Positve	NEUTRAL	8	68.49	164.3333333	DECEASED	LumA	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	11.025448	12.020225	12.155314	10.631137	12.598866	6.797296	6.130158	6.224015
MB-4395	0	4.06000	High	NO	3	Positve	NEUTRAL	1	45.21	139.6000000	DECEASED	Her2	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	NA	11.333524	10.044885	11.520072	11.228696	12.980776	6.769768	6.402682	6.500468
MB-4407	0	4.02000	Moderate	NO	3	Negative	NEUTRAL	10	44.40	83.3666667	DECEASED	Basal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	10.00	1	10.985029	5.743862	6.360687	7.377054	7.258705	5.279866	6.844651	5.913370
MB-4408	0	4.04000	High	NO	3	Negative	NEUTRAL	9	71.66	206.5666667	DECEASED	Basal	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	NA	9.495367	6.073791	5.756651	5.945208	8.342224	5.247924	6.184459	5.201128
MB-4416	3	5.05000	Moderate	YES	3	Negative	NEUTRAL	4ER-	44.89	241.6000000	DECEASED	claudin-low	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.861147	5.633267	5.980861	6.785391	8.643695	5.352430	6.304016	5.377539
MB-4417	0	4.06400	Moderate	NO	3	Negative	NEUTRAL	10	68.16	16.7000000	DECEASED	Basal	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	32.00	2	9.980442	6.194692	6.353375	6.576786	8.330734	5.338525	7.209487	6.553770
MB-4418	0	3.04000	High	NO	3	Positve	NEUTRAL	8	56.11	307.6333333	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	11.602811	10.647528	10.942869	10.884003	13.348993	7.072620	5.938277	6.582751
MB-4421	0	3.02000	High	NO	3	Positve	GAIN	7	69.01	264.7666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	10.00	1	11.450203	11.753457	11.844388	10.758907	13.086078	6.480924	6.032247	5.692795
MB-4426	1	5.09000	Moderate	NO	3	Positve	NEUTRAL	7	70.84	170.9000000	DECEASED	Basal	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	45.00	2	11.420409	9.049406	9.768453	9.352471	12.167080	6.998912	5.273837	5.536104
MB-4434	1	5.05000	Moderate	NO	3	Positve	NEUTRAL	9	74.84	148.1000000	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	11.192901	10.808282	11.409458	10.293262	12.187735	5.622315	5.924414	5.865581
MB-4442	0	3.03000	High	NO	3	Positve	NEUTRAL	8	47.29	296.8666667	LIVING	LumA	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	11.559815	10.238698	10.931640	11.403312	13.331020	7.048374	5.857584	6.544611
MB-4484	0	4.11000	High	NO	3	Positve	NEUTRAL	3	66.23	52.3000000	DECEASED	Normal	NA	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	55.00	NA	10.493930	10.249985	11.460192	10.287311	12.069557	7.513504	5.819534	6.237768
MB-4529	0	2.03000	Low	NO	3	Positve	NEUTRAL	3	61.21	126.4666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	1	15.00	1	10.760173	10.202748	11.284024	10.065754	11.986690	5.213373	6.039206	6.356765
MB-4548	1	5.00200	Moderate	YES	3	Negative	GAIN	4ER-	50.42	322.8333333	LIVING	Her2	NA	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	1.00	2	13.999965	5.703593	8.922047	7.070812	10.536358	5.270841	6.011818	6.500610
MB-4557	0	2.06000	High	NO	3	Positve	NEUTRAL	8	51.25	279.8000000	LIVING	LumA	NA	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	30.00	2	11.841974	9.923569	11.143800	10.526160	12.610834	8.500696	6.081673	6.196086
MB-4564	7	6.03600	High	NO	3	Positve	NEUTRAL	7	74.67	210.4333333	DECEASED	LumA	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	18.00	NA	10.774977	11.591055	11.718605	10.892553	13.027130	8.954639	5.934833	6.356176
MB-4578	1	4.09000	High	NO	3	Positve	NEUTRAL	7	72.74	197.3333333	DECEASED	LumA	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	45.00	2	11.061091	11.938523	11.896893	10.486743	12.422928	6.264144	6.132151	6.243584
MB-4591	0	4.05000	High	NO	3	Positve	NEUTRAL	9	71.93	41.1666667	DECEASED	LumB	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	10.982795	12.414062	11.469773	10.039583	12.825499	5.939578	6.815763	5.726748
MB-4593	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	8	48.44	140.2333333	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	12.431715	10.814722	12.113307	11.448896	12.435118	6.776564	6.179152	6.137232
MB-4598	6	5.05000	Moderate	NO	3	Positve	NEUTRAL	8	67.92	119.3666667	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	11.442946	11.416653	12.097516	10.324941	12.791890	6.838752	6.014885	6.195700
MB-4599	3	5.08000	High	NO	3	Positve	NEUTRAL	8	63.83	191.1666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	40.00	2	11.610728	11.911741	12.279916	11.774709	12.865660	6.576333	6.127526	6.752967
MB-4601	2	5.06000	Low	YES	3	Negative	GAIN	5	39.14	56.2666667	DECEASED	Basal	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	30.00	2	14.141444	5.362209	10.529508	6.707932	11.135231	5.241989	6.223733	6.261591
MB-4602	2	5.04000	Moderate	NO	3	Positve	NEUTRAL	1	58.38	122.8000000	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	2	10.975432	10.941672	11.588226	10.612192	12.811471	6.399555	6.265549	5.967894
MB-4603	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	8	42.79	239.2333333	LIVING	Normal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	12.132065	9.785892	11.120936	10.650676	13.122200	7.271426	6.154307	5.803493
MB-4607	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	8	55.42	121.7333333	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	1	11.106351	12.060851	11.537080	10.521649	12.936433	5.698533	6.156642	6.219148
MB-4616	0	3.04000	High	NO	3	Positve	NEUTRAL	8	71.47	90.1333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.935708	12.415026	11.947913	11.476508	12.343283	7.309217	6.199168	6.435575
MB-4618	0	3.02400	High	NO	3	Positve	GAIN	1	40.05	267.4000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	12.00	1	12.007584	9.946026	12.141474	11.011017	12.483332	6.912857	6.736144	6.881310
MB-4621	6	6.10600	Low	YES	3	Negative	NEUTRAL	10	39.51	271.8666667	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	53.00	3	8.030378	5.977893	5.633764	7.645951	6.092915	5.333061	6.315422	5.731745
MB-4622	2	5.10000	High	YES	3	Negative	NEUTRAL	10	40.83	282.8333333	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	50.00	2	10.640412	5.802236	5.619175	5.670090	6.437893	5.288993	6.473190	6.231219
MB-4623	4	5.02000	High	NO	3	Positve	NEUTRAL	3	61.88	292.0333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	10.00	2	10.996767	10.858762	11.445993	10.536437	13.125638	5.595883	6.205205	6.233096
MB-4626	0	4.03000	High	NO	3	Positve	GAIN	1	64.61	143.0000000	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	15.00	1	12.981733	11.452672	11.498440	9.506194	12.519585	5.289600	6.030818	5.735240
MB-4627	9	6.04000	Moderate	NO	3	Positve	NEUTRAL	3	55.65	186.6333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	20.00	2	10.791974	11.589441	11.648412	10.242622	12.421318	6.134051	6.035893	6.716117
MB-4630	0	3.07000	Moderate	NO	3	Positve	GAIN	8	67.48	95.8333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	35.00	NA	11.875879	12.137181	12.164011	11.090628	13.186727	5.832950	6.266372	5.947248
MB-4633	2	5.05000	Moderate	NO	3	Positve	NEUTRAL	4ER+	67.03	318.2000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	25.00	2	10.905394	12.123997	12.253936	10.893811	11.907104	6.040201	5.883557	6.156927
MB-4634	2	5.03000	Moderate	NO	3	Positve	NEUTRAL	3	66.37	109.6000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	15.00	2	10.618820	11.461353	11.802159	9.228060	12.964314	6.896742	5.889278	6.741347
MB-4639	0	4.06000	High	NO	3	Positve	LOSS	9	71.17	119.0000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	10.964074	10.784350	12.088060	10.649712	12.628208	7.180460	6.210704	6.511176
MB-4640	0	4.05000	Moderate	NO	3	Negative	GAIN	7	61.59	200.6000000	LIVING	Her2	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	11.979708	6.635341	11.082549	9.504426	10.620981	5.126267	5.938216	6.363178
MB-4641	2	5.03000	Moderate	NO	3	Positve	NEUTRAL	3	64.93	148.5666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.00	2	10.745699	11.751832	12.295304	10.551047	12.698733	8.178815	5.805233	6.211090
MB-4642	1	5.07000	High	NO	3	Positve	NEUTRAL	6	66.27	285.7000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	10.609116	10.887291	11.627015	10.866821	11.272595	5.950052	6.031454	6.275837
MB-4643	0	4.03000	Low	NO	3	Negative	GAIN	5	78.21	41.4666667	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	15.00	1	14.285093	5.765334	11.451603	7.032530	10.730953	5.133948	6.033774	6.562906
MB-4644	1	4.04600	High	NO	3	Positve	GAIN	5	59.13	90.0000000	DECEASED	LumB	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	23.00	NA	13.807469	11.589358	12.120849	10.388356	12.237829	5.250502	6.012003	6.015839
MB-4648	0	4.04000	High	NO	3	Positve	GAIN	1	75.19	168.5333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	1	11.160966	11.408872	12.206965	9.660347	12.176348	7.253022	6.275397	6.027253
MB-4649	0	3.05000	High	NO	3	Positve	NEUTRAL	3	61.67	16.8333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	2	10.558085	11.816407	11.593796	9.848912	12.880325	5.241198	6.161170	5.579228
MB-4651	0	3.07000	High	NO	3	Positve	NEUTRAL	6	69.96	30.3000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	35.00	2	8.655956	11.140547	11.588382	10.215493	11.144056	5.343605	6.162872	5.745438
MB-4653	0	4.06200	Low	NO	3	Positve	GAIN	3	44.50	48.1333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	31.00	2	11.341993	9.991981	11.573330	9.836947	12.505153	6.927914	6.363568	6.257268
MB-4654	0	4.04000	NA	NO	3	Positve	NEUTRAL	8	80.82	64.3000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	1	10.824786	11.541784	11.896558	10.623754	12.404998	6.787466	6.531989	6.107052
MB-4655	1	5.03200	Moderate	NO	3	Positve	NEUTRAL	3	64.01	99.0000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	16.00	2	11.528464	11.456698	11.037754	10.275722	11.886195	5.810740	6.345412	5.716988
MB-4660	14	6.05600	High	YES	3	Negative	NEUTRAL	9	37.53	39.8666667	DECEASED	Basal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	28.00	2	11.043155	5.504280	6.658327	5.577165	6.805138	5.313527	6.938787	6.225799
MB-4661	0	3.05000	Moderate	NO	3	Positve	NEUTRAL	7	81.11	234.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.987113	11.420208	11.815055	10.954253	11.992481	6.838415	6.341374	6.164114
MB-4663	0	4.08000	Moderate	NO	3	Negative	GAIN	10	61.97	239.3333333	LIVING	Basal	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	40.00	2	14.024989	6.095310	10.475183	7.921096	9.300617	5.543915	5.971588	6.697400
MB-4665	0	4.03600	High	NO	3	Positve	NEUTRAL	4ER+	54.27	260.2000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	18.00	1	11.198691	11.046543	11.461783	11.028275	12.293643	7.135878	5.985136	5.957008
MB-4666	9	6.03000	Moderate	NO	3	Positve	LOSS	7	57.98	111.5666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	2	10.208550	10.942561	11.929069	10.657673	12.549941	5.225976	6.188812	6.472498
MB-4667	0	4.04000	High	NO	3	Negative	NEUTRAL	4ER-	65.58	295.3333333	DECEASED	Her2	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	3	20.00	1	10.625901	6.461930	10.666295	7.325995	11.486629	5.571351	6.105509	5.897503
MB-4669	0	4.04000	Low	NO	3	Positve	LOSS	6	68.82	119.4666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	10.301611	11.889685	11.437999	11.204646	12.898186	5.337413	6.241434	6.331838
MB-4670	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	7	61.00	67.8000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	11.827263	12.049062	12.392616	10.241854	12.531610	5.893777	5.852717	6.174721
MB-4671	0	4.06000	High	NO	3	Positve	NEUTRAL	2	72.48	34.7000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	11.514962	12.294996	11.706278	11.027473	12.887476	6.700355	6.085032	6.288007
MB-4672	0	4.05000	Moderate	NO	3	Positve	GAIN	7	58.78	220.9333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	NA	10.816161	11.855999	11.775013	10.921459	12.883741	6.967220	5.567985	5.877103
MB-4673	2	4.04000	Moderate	NO	3	Positve	GAIN	9	63.27	87.0000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	3	11.564008	10.584880	11.809954	10.461458	12.396067	5.416578	6.140288	6.093028
MB-4674	3	4.08000	High	NO	3	Positve	LOSS	7	75.26	81.0666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	40.00	2	11.062017	11.979816	12.238846	10.381612	13.230910	7.197803	5.898021	6.252873
MB-4675	0	4.03600	Moderate	NO	3	Positve	NEUTRAL	8	59.23	263.0333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	18.00	1	11.485667	11.797385	12.101691	12.569841	12.213495	6.140525	5.787062	6.688655
MB-4679	0	4.03000	Low	NO	3	Negative	NEUTRAL	10	64.11	292.6666667	DECEASED	Basal	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	9.783959	6.653564	6.717560	7.685968	6.592430	5.187011	5.827326	5.599308
MB-4681	0	1.03400	Moderate	NO	3	Positve	LOSS	3	60.66	251.8000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	NA	17.00	1	10.730132	10.994870	11.855312	11.227817	12.987394	5.500846	6.186826	6.249724
MB-4682	0	4.04000	Moderate	NO	3	Positve	NEUTRAL	9	65.50	139.5333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	NA	11.240719	11.182651	11.434499	10.740514	12.052959	7.556967	6.021052	6.518060
MB-4685	8	6.10000	High	NO	3	Positve	NEUTRAL	6	73.60	43.3000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	50.00	2	11.171853	11.042714	11.319348	10.571432	12.162082	5.485907	6.169893	6.337314
MB-4686	3	5.07000	Moderate	NO	3	Positve	NEUTRAL	3	53.03	48.4333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	10.395670	10.613560	11.121157	10.104908	12.507302	5.580376	5.751764	6.246421
MB-4687	1	5.04000	Moderate	NO	3	Positve	NEUTRAL	4ER+	81.98	74.1000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	10.109038	9.864620	11.171398	8.766979	11.735895	5.277259	6.101704	5.955523
MB-4688	9	5.09000	High	NO	3	Positve	GAIN	5	71.17	85.3000000	DECEASED	LumB	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	2	45.00	3	14.250418	11.212917	11.858749	10.606855	11.948269	6.315484	5.906092	6.398743
MB-4691	0	4.02000	Moderate	NO	3	Positve	NEUTRAL	7	49.76	282.5666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	10.00	1	11.807381	10.380922	11.441037	10.984609	11.230072	5.451917	6.062291	5.870463
MB-4692	0	2.05000	High	NO	3	Positve	NEUTRAL	8	58.49	107.2666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	25.00	NA	11.240384	11.280479	11.774607	10.885443	13.252749	7.545435	5.778595	6.050943
MB-4694	0	4.04000	High	NO	3	Positve	NEUTRAL	10	76.06	198.3000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	8.930310	8.409535	6.864172	8.072904	6.730242	5.261715	5.925617	5.980769
MB-4695	2	4.10000	Low	NO	3	Positve	NEUTRAL	4ER+	61.12	21.3000000	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	50.00	2	11.135481	10.292019	11.270384	9.433548	13.147643	5.649094	5.677630	6.279252
MB-4696	0	4.09000	Low	NO	3	Negative	LOSS	10	49.98	255.2666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	45.00	NA	10.318845	5.965750	6.357214	8.845469	7.986502	5.274559	6.195857	5.732595
MB-4697	0	1.06000	High	NO	3	Positve	NEUTRAL	3	79.01	118.0000000	DECEASED	NC	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	NA	30.00	NA	10.332530	11.807774	11.232164	10.399483	13.378539	5.469318	5.854512	6.241506
MB-4698	1	5.04000	High	NO	3	Positve	NEUTRAL	3	59.18	170.6666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	3	20.00	2	10.784260	10.801982	11.522060	10.345954	12.213025	8.083822	5.868023	6.258924
MB-4701	0	4.05000	High	NO	3	Positve	NEUTRAL	8	47.62	127.5333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	11.065270	10.661839	11.759958	10.705708	13.300392	8.787966	5.708947	6.558470
MB-4702	0	4.07000	High	NO	3	Positve	NEUTRAL	9	52.13	300.8666667	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	9.720360	9.231707	10.958456	10.859280	12.474550	5.328986	5.784940	6.172637
MB-4704	0	4.09800	Moderate	NO	3	Positve	GAIN	4ER+	67.79	64.0000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	49.00	2	11.978764	9.838639	12.048230	10.258875	12.800696	5.245643	5.724918	5.962703
MB-4705	0	3.05400	Low	NO	3	Positve	NEUTRAL	3	63.58	213.1000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	27.00	2	10.828656	11.228186	11.610249	10.232397	12.821644	6.306776	5.613090	6.268975
MB-4706	0	4.03000	High	NO	3	Positve	NEUTRAL	3	75.48	55.6666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.00	1	10.851019	10.832563	11.512095	10.710012	12.095159	5.891135	5.688519	5.837196
MB-4707	0	4.05400	Moderate	NO	3	Negative	NEUTRAL	10	59.85	221.2000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	2	8.762518	5.632179	6.010131	5.562398	6.053066	5.205629	6.493031	6.744715
MB-4708	0	4.03600	Moderate	NO	3	Positve	NEUTRAL	3	63.03	227.9000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	3	18.00	1	11.292976	11.302377	11.421597	9.608680	12.014911	5.281059	5.671611	6.195733
MB-4709	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	8	49.02	146.7666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.993378	10.826249	11.577514	10.509056	12.235277	7.271436	5.841965	6.484131
MB-4710	0	4.03800	Moderate	NO	3	Positve	NEUTRAL	3	77.12	57.6666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	19.00	1	11.168918	11.374959	11.581372	10.434499	12.782216	6.523026	5.890967	5.995926
MB-4711	11	6.19800	Low	YES	3	Negative	GAIN	5	56.07	31.4666667	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	99.00	3	13.711021	6.325852	10.177049	7.097785	9.628308	5.356921	6.057091	5.634310
MB-4712	0	4.10000	High	NO	3	Negative	NEUTRAL	9	46.59	249.5333333	DECEASED	Normal	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	50.00	2	10.844481	7.819356	11.415182	7.951259	11.566899	5.522671	5.929169	6.286643
MB-4714	11	6.00200	High	YES	3	Negative	NEUTRAL	10	64.68	83.6666667	DECEASED	Basal	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	1.00	2	11.451638	5.756730	5.675331	7.928369	7.096105	5.218476	6.113398	6.951966
MB-4715	1	5.09000	High	YES	3	Negative	NEUTRAL	8	67.80	35.2333333	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	45.00	2	10.052359	5.874314	5.754245	7.785865	6.033679	5.226781	6.024630	7.669806
MB-4716	0	4.05600	High	NO	3	Positve	NEUTRAL	3	52.98	76.1333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	3	28.00	2	11.630291	9.515862	11.069391	10.081179	13.257079	6.719921	5.912383	6.255025
MB-4717	0	4.05000	High	NO	3	Negative	LOSS	10	43.51	42.9000000	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	10.308406	5.992585	6.815205	7.229089	8.047778	5.238899	6.169952	5.637121
MB-4718	0	2.19800	Moderate	NO	3	Positve	NEUTRAL	4ER+	44.27	198.3333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	1	99.00	2	10.285964	9.179130	11.005293	9.448214	11.606800	7.134620	5.907976	6.245633
MB-4719	4	5.04400	High	NO	3	Positve	NEUTRAL	8	67.27	81.5666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	22.00	2	10.997195	11.642127	12.227230	10.308781	12.605583	9.439601	5.605965	6.412046
MB-4721	5	4.12000	Moderate	NO	3	Positve	NEUTRAL	8	66.39	23.7333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	1	60.00	3	11.630361	10.896693	11.975591	9.798678	12.697379	5.064315	5.856595	6.118473
MB-4723	0	4.03000	Moderate	NO	3	Positve	GAIN	1	64.76	211.9666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	12.383700	12.121946	12.023478	10.546803	12.440984	5.399019	5.967798	6.258992
MB-4724	0	4.04000	High	NO	3	Negative	GAIN	4ER-	60.44	146.0666667	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	1	13.606879	5.888217	10.819114	8.215956	11.047887	5.310814	5.982331	5.739369
MB-4725	1	5.05200	Moderate	NO	3	Positve	GAIN	5	65.83	98.7666667	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	3	26.00	2	13.718895	10.988005	11.551733	9.062232	12.002283	5.829552	5.940017	6.355214
MB-4729	1	5.05000	Moderate	NO	3	Positve	GAIN	5	75.41	28.0000000	DECEASED	LumA	HER2+	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	25.00	NA	14.531779	10.060291	12.181968	10.085173	12.130205	5.562524	5.949790	6.262222
MB-4730	0	4.13600	High	NO	3	Positve	NEUTRAL	8	51.29	131.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	68.00	2	10.786118	10.655139	12.270797	11.942928	12.687926	6.720477	5.648401	6.444532
MB-4731	1	5.12000	High	YES	3	Negative	GAIN	5	49.43	44.8666667	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	60.00	NA	14.464282	6.721009	11.854894	8.398655	11.633736	5.016858	5.813484	6.845031
MB-4732	3	5.09000	High	YES	3	Negative	NEUTRAL	10	26.72	149.8666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	45.00	2	8.720195	6.974272	6.679448	7.584133	8.371584	5.010729	6.084573	7.285444
MB-4733	4	6.03600	Moderate	YES	3	Negative	NEUTRAL	4ER-	56.27	19.7333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	2	10.736656	6.166700	9.746209	7.733656	10.111886	5.466571	5.906230	5.964825
MB-4735	0	3.08000	Moderate	NO	3	Positve	NEUTRAL	8	54.18	297.8000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	40.00	2	10.724891	11.331245	11.912140	11.731638	13.055379	6.287550	5.611871	5.971688
MB-4737	1	5.09200	Moderate	NO	3	Positve	LOSS	1	52.29	122.2000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	46.00	2	9.947783	10.541769	12.109548	10.980664	11.537012	5.307953	6.019829	6.616301
MB-4738	0	3.04000	Low	NO	3	Positve	NEUTRAL	3	42.27	176.0666667	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	20.00	1	10.691657	10.389105	11.481420	10.344215	12.351360	7.039822	5.477809	6.489695
MB-4739	0	3.03000	High	NO	3	Positve	NEUTRAL	3	56.08	161.6666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	15.00	1	10.459815	10.024982	11.262073	10.158740	11.475649	7.171651	5.697417	6.692236
MB-4741	1	4.04000	High	NO	3	Positve	NEUTRAL	8	53.02	56.5000000	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	20.00	2	10.302523	10.139101	11.991143	11.964658	12.312951	5.580440	5.463102	6.223814
MB-4742	5	3.07000	Moderate	NO	3	Positve	NEUTRAL	8	76.42	83.1333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	NA	35.00	2	10.703294	11.818825	12.099660	10.672504	12.868241	8.204569	5.653998	6.265294
MB-4743	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	4ER+	52.61	230.1666667	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	15.00	1	10.709295	10.003856	11.015143	10.913396	12.651542	5.722723	5.727632	6.172400
MB-4744	2	5.03200	High	NO	3	Positve	NEUTRAL	8	64.21	153.0000000	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	16.00	2	11.136516	11.206686	11.914853	10.582291	13.108683	7.269790	5.650978	6.046410
MB-4745	1	5.07400	Moderate	YES	3	Negative	GAIN	5	50.08	42.6666667	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	37.00	2	14.246490	5.217238	10.571271	6.039343	11.139175	5.319957	5.847031	6.704958
MB-4746	3	5.09000	Low	YES	3	Negative	NEUTRAL	3	38.10	244.4333333	LIVING	Normal	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	45.00	NA	10.878165	11.632423	11.965372	9.224326	12.413625	6.434101	5.695946	6.497756
MB-4749	0	4.04400	Moderate	NO	3	Positve	NEUTRAL	8	70.57	51.4666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	22.00	2	10.845426	11.622441	12.697656	10.822356	12.666450	6.120655	5.946066	5.818239
MB-4750	1	4.05000	Low	NO	3	Positve	NEUTRAL	8	73.21	37.7333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.733940	11.197457	12.453808	9.630643	12.984687	6.115877	6.128620	6.345136
MB-4752	1	4.12000	High	NO	3	Positve	NEUTRAL	6	63.70	125.2666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	60.00	3	10.057245	12.314129	11.381606	10.637496	11.087770	5.361091	5.755087	5.775570
MB-4757	3	5.02000	High	YES	3	Negative	NEUTRAL	10	38.93	27.4000000	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	10.00	NA	9.201895	6.518205	5.977184	6.430295	7.883279	5.435321	6.304825	6.241061
MB-4758	0	4.02000	Moderate	NO	3	Negative	NEUTRAL	10	45.77	211.9333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	10.00	NA	9.925265	5.934161	5.826181	6.832790	7.290072	5.252458	6.111114	6.869786
MB-4760	1	2.03000	Moderate	NO	3	Positve	NEUTRAL	4ER+	48.41	124.8000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	15.00	NA	9.732965	10.045257	11.879736	10.977266	12.123735	6.906734	5.802742	6.343766
MB-4762	0	3.03000	High	NO	3	Positve	NEUTRAL	7	67.82	252.1000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	10.553103	11.123644	11.540184	10.463804	12.240674	7.936486	5.755828	6.508437
MB-4763	1	5.06000	Moderate	YES	3	Negative	GAIN	5	44.07	102.1000000	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	30.00	2	13.391568	6.997057	11.374167	7.319712	11.597632	5.383952	6.149597	6.693803
MB-4764	0	4.10000	Moderate	NO	3	Positve	NEUTRAL	3	57.95	245.5000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	3	50.00	2	10.155479	9.971424	11.311972	9.939269	11.642912	5.936342	5.789587	6.594204
MB-4767	1	5.08000	High	NO	3	Positve	LOSS	9	74.86	47.1333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	40.00	2	9.347277	11.245141	11.410456	10.457122	12.402476	5.976957	6.141252	5.731641
MB-4769	0	4.07000	High	NO	3	Negative	NEUTRAL	1	65.86	21.7000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	9.546298	6.920879	8.589109	8.854252	9.463765	5.294900	6.304318	7.254148
MB-4770	0	4.02600	High	NO	3	Negative	GAIN	10	70.22	152.0666667	DECEASED	Her2	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	13.00	1	12.797729	6.098615	10.752375	8.401446	9.788736	5.522384	5.719307	7.058939
MB-4771	0	3.06000	Moderate	NO	3	Positve	NEUTRAL	8	47.86	297.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	10.505800	9.722461	11.348066	10.327418	12.976486	7.137906	5.728571	6.344016
MB-4778	0	3.05000	Moderate	NO	3	Positve	NEUTRAL	4ER+	78.62	206.1333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	25.00	2	10.077371	10.341223	12.120264	11.315186	12.645303	6.112401	5.963156	6.231471
MB-4779	2	4.02600	Moderate	NO	3	Positve	NEUTRAL	3	53.39	101.5666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	13.00	2	10.559855	9.689871	11.568252	10.102272	11.667831	6.283904	6.163285	5.955780
MB-4784	0	4.04000	Moderate	NO	3	Positve	NEUTRAL	1	63.35	145.7333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	NA	10.155947	10.848809	10.702251	9.773585	12.352226	5.380002	5.936575	5.582173
MB-4785	0	3.05600	High	NO	3	Positve	LOSS	8	75.46	121.6666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	28.00	2	11.086953	11.916583	11.888675	10.157478	12.525542	7.464985	5.988822	6.459654
MB-4787	0	3.06000	Moderate	NO	3	Positve	GAIN	6	68.85	81.0666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	10.727941	11.684159	11.141726	10.687627	11.374087	5.798832	5.887776	6.166661
MB-4790	0	3.05600	Moderate	NO	3	Positve	GAIN	7	43.73	70.4666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	28.00	2	10.927643	10.889647	11.768829	10.174781	12.624574	5.755422	6.088077	6.634065
MB-4791	0	2.04000	Moderate	NO	3	Positve	NEUTRAL	4ER+	83.49	173.8333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	1	20.00	1	9.721588	9.103726	12.025663	9.965476	12.178693	5.427243	6.325281	6.107237
MB-4792	2	5.04000	Low	YES	3	Negative	NEUTRAL	10	49.92	40.6333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	10.082290	5.702698	6.053796	6.531982	8.277900	5.309557	5.944474	7.209570
MB-4793	0	4.10000	High	NO	3	Negative	NEUTRAL	10	72.49	83.3666667	DECEASED	Basal	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	50.00	2	10.624849	5.747028	6.046375	8.132634	9.982774	5.470032	6.081673	6.012981
MB-4794	3	2.07000	High	NO	3	Positve	NEUTRAL	7	89.00	45.5000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	35.00	2	10.390711	11.510651	11.621631	10.261968	12.637334	6.338181	5.942711	6.584516
MB-4796	0	3.05000	High	NO	3	Positve	GAIN	5	53.18	128.2666667	LIVING	LumB	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	25.00	2	14.569621	11.808203	12.875722	10.419033	11.873542	5.221466	6.191770	6.359984
MB-4797	0	3.04000	High	NO	3	Positve	GAIN	2	81.06	99.3666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	2	20.00	1	11.253700	12.151997	12.165945	10.586085	13.370327	5.542314	6.055084	5.734244
MB-4798	0	3.05000	High	NO	3	Positve	NEUTRAL	3	44.51	257.1666667	LIVING	Normal	NA	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	25.00	2	11.112226	10.791862	11.151743	10.749906	13.174508	6.715193	5.838722	5.869573
MB-4800	0	4.05000	Moderate	NO	3	Positve	GAIN	6	61.30	110.9333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	11.102600	11.270581	12.193770	10.395278	11.235840	5.789775	5.958776	6.102932
MB-4801	7	6.07000	Moderate	NO	3	Positve	NEUTRAL	8	65.83	130.3666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	10.538988	12.039398	12.037510	10.106581	11.611710	8.184597	6.158735	6.273211
MB-4805	0	4.07000	Moderate	NO	3	Positve	NEUTRAL	7	45.39	129.8000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	10.612242	10.680008	11.497079	10.009940	11.669482	6.678198	5.705789	6.432561
MB-4806	1	4.02000	Moderate	NO	3	Positve	NEUTRAL	3	49.77	201.7666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	10.00	2	10.250301	10.968946	11.838664	10.794227	11.874393	7.937848	6.338800	6.205453
MB-4809	0	4.02800	High	NO	3	Negative	GAIN	10	43.77	286.0666667	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	14.00	1	11.494748	7.817093	5.952573	7.792292	7.443273	5.329318	5.967694	5.880917
MB-4814	0	3.10000	Moderate	NO	3	Positve	NEUTRAL	4ER+	39.92	73.4666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	50.00	2	8.978401	10.911854	11.185698	9.865730	9.811906	5.977962	6.131343	6.905702
MB-4818	1	4.11400	High	NO	3	Positve	NEUTRAL	3	75.74	76.2333333	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	57.00	3	10.409068	12.070049	11.927659	10.596559	11.955012	5.406709	5.885902	6.389215
MB-4820	2	2.03200	High	NO	3	Positve	NEUTRAL	2	67.19	57.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	16.00	NA	9.904868	12.997407	12.761283	11.295143	12.999096	6.412301	6.502935	5.796120
MB-4822	0	3.02000	Moderate	NO	3	Positve	NEUTRAL	4ER+	76.88	91.6333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	10.00	1	10.286258	10.787208	11.579059	11.418258	11.852329	6.044488	6.061199	6.263039
MB-4823	NA	3.00200	NA	NO	3	Positve	GAIN	5	64.15	282.3000000	DECEASED	Her2	HER2+	Died of Other Causes	NO	Invasive Breast Carcinoma	Positive	Negative	2	1.00	1	13.783649	6.121048	11.690796	7.430683	11.801157	5.281347	6.311320	5.935602
MB-4825	0	3.02000	Moderate	NO	3	Positve	NEUTRAL	8	65.93	214.4333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	10.00	1	10.314922	12.357548	11.911104	10.540269	11.784465	7.257249	5.864334	6.725446
MB-4827	0	3.04400	High	NO	3	Positve	NEUTRAL	3	78.54	45.7000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	22.00	2	11.223691	12.326148	11.900002	11.207371	12.259809	5.371768	5.837539	6.195396
MB-4828	2	5.16000	High	NO	3	Positve	NEUTRAL	1	78.87	42.5000000	DECEASED	LumB	ER-/HER2-	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	3	80.00	3	10.897242	11.639861	11.416645	10.853555	12.386062	5.374788	6.255750	6.417461
MB-4829	1	2.02000	Moderate	NO	3	Positve	NEUTRAL	7	83.27	176.2666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	NA	10.00	2	10.405530	11.196565	12.022734	10.244995	12.504782	5.488687	5.774950	6.571658
MB-4832	0	2.02200	Moderate	NO	3	Positve	NEUTRAL	3	45.44	141.7333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	11.00	1	11.187826	9.979798	11.771282	10.444316	12.591149	7.154027	5.749216	6.295434
MB-4834	2	5.05000	High	NO	3	Positve	LOSS	1	49.61	36.1666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	NA	9.752217	11.645250	10.823635	9.825643	12.110608	5.623473	6.297570	6.683342
MB-4836	0	4.03200	Moderate	NO	3	Positve	NEUTRAL	4ER+	55.66	23.4333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	16.00	NA	11.425543	10.883067	10.841389	10.122346	13.386991	5.819705	6.094824	6.166974
MB-4838	0	3.19800	High	NO	3	Positve	GAIN	8	74.39	200.7666667	DECEASED	LumB	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	99.00	3	11.504060	11.955652	11.958882	10.484653	13.228770	5.662816	5.806336	6.096716
MB-4843	0	2.06000	Moderate	NO	3	Positve	NEUTRAL	8	54.35	265.1333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	30.00	2	10.127610	8.606998	11.370750	8.274151	12.369879	7.759730	6.109982	6.707403
MB-4845	19	3.04000	Moderate	NO	3	Positve	NEUTRAL	8	86.75	25.4666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	20.00	2	10.543573	11.979830	12.388434	10.793921	13.144719	8.030007	5.876926	6.398818
MB-4846	0	3.05000	Low	NO	3	Positve	GAIN	5	63.07	101.6333333	DECEASED	LumB	HER2+	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Positive	Positive	2	25.00	2	13.102111	10.830270	11.397770	10.046485	12.294440	6.680101	5.815192	5.942129
MB-4849	0	4.06000	Moderate	NO	3	Positve	NEUTRAL	8	81.52	45.3333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	11.584592	12.037175	12.166111	11.762619	12.501990	5.499465	6.222887	5.875695
MB-4851	1	4.05000	Moderate	NO	3	Positve	NEUTRAL	2	73.95	90.2666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.560881	11.852769	11.823955	10.604111	11.917143	6.062227	5.743790	6.243581
MB-4853	0	3.03200	Moderate	NO	3	Positve	NEUTRAL	8	62.35	265.9333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	NA	16.00	1	11.296065	11.224192	11.703145	11.084075	12.510977	6.983033	5.913090	6.190650
MB-4855	2	5.06000	High	NO	3	Positve	NEUTRAL	7	74.80	41.4666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	NA	10.815693	10.733275	10.930762	10.494977	12.032808	6.240132	5.573596	6.354154
MB-4858	0	4.03000	High	NO	3	Positve	GAIN	5	74.56	129.3333333	DECEASED	LumA	HER2+	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	15.00	NA	14.306006	8.852858	11.954227	9.279421	12.301602	5.636184	6.138741	5.664432
MB-4859	0	3.03400	Low	NO	3	Positve	NEUTRAL	4ER+	74.29	157.8000000	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	17.00	1	9.624099	7.159791	9.643358	8.497525	11.898399	5.417054	5.653704	6.592607
MB-4860	0	3.02000	Low	NO	3	Positve	NEUTRAL	3	44.95	234.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	10.00	1	9.488241	10.823470	12.035127	10.334700	12.142705	8.196113	5.726660	6.198271
MB-4862	0	4.04600	High	NO	3	Positve	NEUTRAL	1	64.32	187.3000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	2	10.145489	10.574435	11.379800	9.641288	10.194489	6.108761	6.132094	6.750006
MB-4865	0	4.07000	Low	NO	3	Negative	NEUTRAL	10	50.70	229.9000000	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	8.013835	5.799361	6.573132	6.299030	6.109300	5.228884	5.785109	6.998911
MB-4866	0	2.04000	High	NO	3	Positve	GAIN	4ER+	43.86	224.3000000	LIVING	LumA	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	1	12.496629	8.895719	11.460383	10.508934	12.356100	6.643290	5.994441	6.021400
MB-4867	0	3.05000	Moderate	NO	3	Positve	NEUTRAL	3	47.03	221.9000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.625355	10.485458	11.522123	9.858487	11.926784	7.993343	5.760108	6.645786
MB-4869	2	4.06000	High	NO	3	Positve	NEUTRAL	8	67.12	29.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	10.409050	11.074631	11.495747	10.364492	12.271676	7.738088	5.711923	6.174084
MB-4870	0	2.05000	Low	NO	3	Positve	NEUTRAL	3	57.33	229.0666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	25.00	2	9.394090	11.641538	11.086919	9.914750	11.991981	8.115694	5.756853	6.297551
MB-4871	0	3.08000	High	NO	3	Negative	GAIN	5	74.53	39.8000000	DECEASED	Normal	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	40.00	2	12.845037	6.295644	10.450100	7.315446	11.200076	5.580649	5.714155	5.463020
MB-4872	1	4.04000	Moderate	NO	3	Positve	NEUTRAL	3	58.69	157.1000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	20.00	NA	9.191462	10.098720	11.296280	10.668619	12.196087	6.678671	5.748981	6.483850
MB-4873	14	5.06000	Moderate	NO	3	Positve	NEUTRAL	8	64.47	117.6666667	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	3	10.563450	10.117158	11.366980	11.187993	12.809287	6.552932	5.747801	6.623756
MB-4876	0	3.05600	Low	NO	3	Positve	NEUTRAL	4ER+	42.45	150.6000000	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	2	28.00	2	9.542518	9.841730	9.936651	9.136872	9.979950	5.539268	6.263869	6.313277
MB-4878	0	3.05000	Moderate	NO	3	Positve	GAIN	5	79.35	22.4666667	DECEASED	LumA	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	25.00	2	13.129406	11.083813	11.517119	10.024343	12.500599	5.762340	5.661551	6.161260
MB-4881	0	4.07000	High	NO	3	Negative	NEUTRAL	10	37.05	274.2000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	NA	9.024616	5.607743	5.875802	7.306320	8.289310	5.546584	6.293278	6.907466
MB-4886	1	5.09000	Moderate	YES	3	Negative	GAIN	5	43.42	48.1666667	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	45.00	2	14.335036	6.057178	10.932534	8.810647	11.877184	5.482941	5.638379	6.237774
MB-4887	3	5.06600	Moderate	NO	3	Positve	GAIN	4ER+	52.09	35.4000000	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	33.00	2	12.385144	10.078264	10.572096	9.072069	10.935700	5.628720	5.748080	5.767209
MB-4888	0	4.03200	High	NO	3	Negative	NEUTRAL	4ER-	63.95	230.5000000	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	16.00	1	9.750385	6.007945	6.664783	6.722200	9.422233	5.568858	6.502999	6.190227
MB-4893	3	5.04000	Low	YES	3	Negative	NEUTRAL	10	33.04	176.7000000	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	8.835587	6.507488	6.858434	7.357131	7.729811	5.489001	5.731799	5.964897
MB-4894	0	4.07000	Moderate	NO	3	Positve	NEUTRAL	8	47.71	232.4000000	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	10.666060	10.483453	12.011651	10.523164	12.374549	7.061933	6.211528	6.634292
MB-4896	0	4.06000	Low	NO	3	Negative	GAIN	5	41.53	64.8666667	DECEASED	Basal	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	30.00	2	14.389167	6.630826	11.261680	8.054359	11.864433	5.376213	6.046913	6.833191
MB-4897	0	2.00200	Low	NO	3	Positve	NEUTRAL	4ER+	40.04	197.4333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	1.00	1	10.970499	9.359207	11.030015	9.954180	11.665845	6.713930	5.823365	6.544776
MB-4898	0	3.02000	Moderate	NO	3	Positve	NEUTRAL	7	63.63	117.9000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	10.00	NA	10.612702	11.818825	11.625876	9.935288	12.374834	7.212681	5.986462	6.944511
MB-4899	0	3.04000	High	NO	3	Positve	NEUTRAL	3	40.25	275.7333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.762976	10.310374	11.468530	10.837686	11.656337	7.811756	5.884909	6.787099
MB-4900	0	3.03600	High	NO	3	Positve	NEUTRAL	6	47.61	224.6000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	18.00	1	9.803111	9.499641	10.635529	9.172431	11.522548	5.557533	6.094553	6.473250
MB-4904	1	5.00000	Moderate	YES	3	Negative	GAIN	5	64.30	129.2333333	DECEASED	claudin-low	HER2+	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	NA	3	12.308752	6.449781	10.671262	7.588089	10.253495	5.450319	6.023717	6.092987
MB-4906	2	3.05200	Moderate	NO	3	Positve	NEUTRAL	9	73.03	233.8666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	26.00	2	9.982169	11.503290	11.513499	10.582195	12.651492	6.312562	5.813312	6.464249
MB-4908	3	5.08000	Moderate	NO	3	Positve	GAIN	5	69.87	47.9000000	DECEASED	LumB	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	40.00	2	13.524311	11.622914	11.689809	9.981053	12.332277	6.359904	6.133642	5.534855
MB-4911	2	5.03000	High	YES	3	Negative	NEUTRAL	10	43.51	31.4333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	2	9.944453	5.908000	5.462562	5.769169	5.668834	5.224645	6.526250	7.431553
MB-4912	3	4.05600	High	NO	3	Positve	NEUTRAL	8	78.19	50.0000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	28.00	2	10.029589	11.432645	11.991795	10.828150	12.335618	8.062936	6.297613	6.677539
MB-4925	1	4.05000	Moderate	NO	3	Positve	NEUTRAL	7	76.54	102.7666667	DECEASED	LumB	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	9.999154	11.122112	11.152958	9.229785	11.662501	6.347141	5.744985	6.498532
MB-4928	1	5.04400	Moderate	NO	3	Positve	GAIN	5	75.20	220.0333333	LIVING	Her2	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	2	11.393104	7.976116	10.778838	8.715372	11.191656	5.667394	5.605987	6.854499
MB-4929	6	6.05200	Moderate	NO	3	Positve	GAIN	5	59.49	40.0000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	26.00	2	14.372870	7.305797	11.886034	9.279379	12.621177	5.261117	5.949567	6.499350
MB-4930	2	5.06000	High	NO	3	Positve	GAIN	9	62.43	58.4333333	LIVING	LumB	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	30.00	2	12.653968	11.707759	11.353646	9.558711	11.525516	5.519550	5.652209	6.532484
MB-4931	0	4.06000	High	NO	3	Negative	NEUTRAL	10	58.39	30.3666667	DECEASED	claudin-low	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	8.799370	5.893517	8.622245	6.453112	6.231467	5.316237	5.511809	5.547975
MB-4933	0	3.06000	High	NO	3	Positve	NEUTRAL	4ER+	50.78	272.9000000	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	2	9.954922	9.741784	11.025582	10.769776	12.891866	5.744309	6.085487	6.651587
MB-4934	4	5.05600	High	NO	3	Positve	NEUTRAL	7	74.85	70.2333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	28.00	2	9.850857	10.958296	11.243562	10.559734	12.363706	7.040413	6.188812	6.568954
MB-4935	3	5.04600	Moderate	YES	3	Negative	GAIN	5	36.35	194.2000000	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	23.00	2	14.335036	5.616576	9.753514	7.395318	11.751364	5.117897	6.212464	5.951098
MB-4937	0	4.04000	High	NO	3	Positve	NEUTRAL	6	41.09	77.2333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	1	9.973517	10.024005	11.371272	9.443940	10.819257	6.023079	6.239522	6.197813
MB-4938	1	4.05000	High	YES	3	Negative	NEUTRAL	10	33.92	70.6000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	2	9.397884	5.693068	6.409735	7.285222	8.287446	5.500554	5.893695	6.616498
MB-4941	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	4ER+	57.32	58.6333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.364080	9.067555	10.616620	10.037061	11.841025	6.210013	5.931898	6.345357
MB-4942	0	4.05400	Low	NO	3	Negative	GAIN	10	60.31	124.1333333	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	2	10.503643	5.611025	6.158571	6.998680	7.578528	5.241167	6.029488	6.645686
MB-4944	0	3.03600	High	NO	3	Positve	NEUTRAL	2	77.77	237.2666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	1	10.422612	11.961801	12.322996	11.396478	12.602331	6.651087	5.860477	6.202211
MB-4945	1	5.03800	Moderate	YES	3	Negative	NEUTRAL	9	65.53	20.1333333	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	19.00	NA	10.782921	6.290409	6.712297	6.920411	7.307290	5.250994	5.883024	6.805430
MB-4949	0	4.04400	Moderate	NO	3	Positve	NEUTRAL	1	69.75	216.9666667	LIVING	LumB	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	2	9.999380	11.531386	11.203957	8.954860	10.672695	5.703314	6.572646	6.678896
MB-4950	12	6.06000	Moderate	NO	3	Positve	NEUTRAL	3	69.99	150.6000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	10.749917	10.370165	11.340657	9.710365	11.579951	7.297756	5.364667	6.521939
MB-4952	0	4.04200	Moderate	NO	3	Negative	GAIN	4ER-	67.15	184.4000000	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	21.00	2	14.386609	6.189117	10.272059	7.671953	11.234823	5.265723	5.688501	6.738625
MB-4956	4	6.12000	High	NO	3	Positve	NEUTRAL	1	69.31	69.3000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	60.00	3	10.456898	11.115958	11.514248	10.053826	12.713041	5.618066	5.805631	7.126371
MB-4959	0	2.02600	Moderate	NO	3	Positve	NEUTRAL	3	76.93	117.5666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	13.00	1	10.330967	11.134224	11.413447	10.001307	12.471031	7.357508	5.547856	6.190485
MB-4961	0	3.05000	Moderate	NO	3	Positve	NEUTRAL	8	56.94	219.4666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.315014	11.290888	12.186665	9.843229	12.439455	8.787114	5.644841	6.612701
MB-4962	2	4.02800	Moderate	NO	3	Positve	NEUTRAL	8	72.44	197.8333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	14.00	NA	10.365037	12.055964	11.837851	10.952405	12.672157	7.259114	5.351801	6.921266
MB-4965	0	3.06000	Moderate	NO	3	Positve	NEUTRAL	4ER+	69.93	263.6000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	30.00	2	9.978338	12.099861	12.330447	10.757294	12.370998	6.836665	5.582634	6.439739
MB-4966	6	4.10000	High	NO	3	Positve	NEUTRAL	3	55.83	49.3000000	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	50.00	2	10.231421	9.637882	11.601882	11.168617	11.730529	6.568648	6.296952	6.248652
MB-4967	1	4.03000	Moderate	NO	3	Positve	NEUTRAL	3	61.16	130.7000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	2	10.250846	10.269352	11.479572	9.446450	12.065001	7.897867	5.714059	6.140614
MB-4968	5	5.05000	High	NO	3	Positve	NEUTRAL	4ER+	56.03	78.7000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	25.00	2	10.534406	11.885312	12.073426	10.556315	12.440711	7.061968	5.833766	6.073546
MB-4969	0	3.05000	High	NO	3	Positve	NEUTRAL	7	76.81	198.1000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.409068	12.007335	11.883889	10.302114	12.682943	8.005731	6.160730	6.566306
MB-4970	0	3.06000	High	NO	3	Positve	NEUTRAL	8	77.45	88.8000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	NA	10.137891	12.682509	12.362595	10.197811	11.642473	8.530642	6.457595	6.766969
MB-4974	0	4.03600	Moderate	NO	3	Negative	NEUTRAL	10	65.16	176.1000000	DECEASED	Basal	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	1	9.687153	5.857223	5.461567	5.827186	6.406716	5.163825	5.687102	5.688397
MB-4976	3	3.04000	High	NO	3	Positve	NEUTRAL	8	73.65	224.1000000	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	NA	10.640408	11.192677	11.880635	10.711485	13.227927	6.903618	6.146858	5.988129
MB-4977	5	6.04400	Moderate	NO	3	Positve	NEUTRAL	8	72.54	216.7333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	22.00	NA	11.158782	10.932945	12.223979	10.567103	13.031147	6.970317	5.687620	5.797360
MB-4978	0	2.04000	Low	NO	3	Positve	NEUTRAL	3	58.89	198.4333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	NA	20.00	1	11.652624	8.943807	10.730022	10.386829	13.180075	5.372744	5.456130	5.976970
MB-4981	4	6.06000	High	NO	3	Positve	NEUTRAL	3	69.67	180.7666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	30.00	NA	10.789348	9.461258	11.394710	9.213406	12.748150	5.959839	5.662970	5.606038
MB-4982	5	6.03400	Moderate	NO	3	Positve	GAIN	4ER+	62.99	19.1666667	DECEASED	Her2	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.00	NA	9.935761	7.287505	10.534478	7.909977	11.147689	5.326257	6.250139	5.469301
MB-4986	0	3.10000	High	NO	3	Positve	NEUTRAL	9	41.00	79.8000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	50.00	2	11.376870	9.890622	11.466573	10.521748	11.823716	5.494589	5.912009	6.603295
MB-4987	0	3.04000	Low	NO	3	Negative	NEUTRAL	8	76.37	221.7666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	1	10.814733	10.825830	11.571389	10.239404	13.477434	5.691197	5.950554	6.014945
MB-4991	1	5.08000	High	NO	3	Positve	GAIN	6	77.13	126.8666667	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	2	11.369587	11.351572	11.315008	9.644805	11.031861	5.370269	6.075958	5.647467
MB-4992	0	3.06600	High	NO	3	Negative	NEUTRAL	3	66.47	165.3666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	33.00	2	11.836138	7.103714	11.890750	9.544789	12.695886	5.432996	5.913601	5.882710
MB-4993	4	6.10000	High	YES	3	Negative	NEUTRAL	4ER-	33.55	75.2333333	DECEASED	Her2	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	50.00	2	9.914527	6.118153	10.919193	6.556488	11.218304	5.473237	5.886310	5.608969
MB-4994	0	3.04400	High	NO	3	Positve	NEUTRAL	8	77.54	174.1333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	22.00	2	10.884304	11.878291	11.917213	10.010801	12.879315	6.782811	5.788836	6.327204
MB-4996	1	3.03600	Low	NO	3	Positve	NEUTRAL	7	69.65	99.7666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	18.00	2	10.833893	12.225408	11.629924	10.714192	12.946561	6.581507	5.465954	6.074095
MB-4998	6	6.06400	High	NO	3	Positve	NEUTRAL	8	75.27	65.5666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	3	32.00	2	11.561283	10.305934	12.499154	11.816256	13.175158	5.197827	6.006684	6.065594
MB-4999	0	3.06000	Moderate	NO	3	Positve	NEUTRAL	7	44.84	187.9333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	11.153415	9.735154	11.180578	10.678052	13.784270	6.315911	5.969988	6.253359
MB-5001	1	4.04200	High	NO	3	Positve	NEUTRAL	4ER+	71.61	81.8000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	21.00	2	10.420813	11.451650	10.013235	10.828946	13.851092	5.430242	5.859877	5.477618
MB-5004	2	5.07400	High	YES	3	Negative	NEUTRAL	4ER-	42.84	216.7333333	LIVING	Her2	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	37.00	2	10.987762	8.326818	9.974846	9.400043	12.402310	5.524705	5.590619	5.518192
MB-5008	2	5.12000	High	YES	3	Negative	NEUTRAL	10	65.76	223.3000000	LIVING	Her2	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	60.00	3	11.236426	7.179146	10.890724	8.722423	11.271963	5.123477	6.214526	5.486579
MB-5011	0	3.04600	High	NO	3	Positve	NEUTRAL	3	67.68	80.5000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	23.00	2	10.718235	10.156039	11.511345	10.093727	12.735770	8.522225	6.106076	5.765193
MB-5013	1	4.04000	High	NO	3	Positve	NEUTRAL	3	68.56	251.2000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	2	10.952687	11.696582	12.099362	10.783420	13.062651	7.646811	5.685400	5.891799
MB-5014	1	5.04000	Moderate	NO	3	Positve	NEUTRAL	6	69.93	213.3666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	NA	10.267901	10.629397	12.083008	9.708205	12.973354	7.383189	5.796096	6.239155
MB-5015	0	4.04400	High	NO	3	Positve	NEUTRAL	8	44.36	252.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	22.00	2	11.578476	11.529882	11.803969	10.923554	12.415819	7.238403	6.106858	6.755970
MB-5017	6	6.02800	Moderate	NO	3	Positve	NEUTRAL	4ER+	65.86	144.9333333	LIVING	claudin-low	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	14.00	2	10.225503	9.231365	10.701948	9.509422	11.523351	5.413741	5.956989	6.304790
MB-5018	3	4.06000	High	NO	3	Positve	NEUTRAL	8	72.12	108.6000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	10.417319	11.786091	11.364506	9.104191	12.542010	8.621683	6.791962	6.646559
MB-5019	0	4.02400	Moderate	NO	3	Negative	GAIN	5	49.88	37.8000000	DECEASED	Normal	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	12.00	1	12.167460	7.592420	11.147812	8.801210	11.671029	5.895396	5.942207	5.711062
MB-5020	4	6.03400	Moderate	NO	3	Positve	LOSS	8	62.68	84.8333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	17.00	2	10.653800	11.280920	11.737492	11.070380	12.016325	6.621474	5.752216	6.637432
MB-5022	NA	5.06200	Moderate	NO	3	Positve	GAIN	5	70.71	118.6000000	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Positive	Negative	3	31.00	2	14.248074	7.830542	12.131833	8.412221	12.668976	5.469761	5.750997	6.004242
MB-5027	0	4.05000	Moderate	NO	3	Positve	NEUTRAL	3	46.95	189.8666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	25.00	2	10.987137	9.202344	11.175674	10.541399	12.069242	7.026864	5.668933	6.843235
MB-5033	0	2.08600	Moderate	NO	3	Positve	NEUTRAL	1	63.92	52.7333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Mixed Mucinous Carcinoma	Negative	Negative	1	43.00	2	10.523773	11.445577	12.243029	10.800114	12.619055	5.383985	5.544704	5.786752
MB-5035	0	4.11000	High	NO	3	Positve	NEUTRAL	3	56.47	213.2000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	55.00	2	10.436505	10.837418	11.864880	9.992953	11.468043	6.527339	5.679835	6.529481
MB-5039	1	5.11000	High	NO	3	Positve	GAIN	1	67.70	62.1333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	55.00	3	12.539913	11.691031	11.352529	10.828671	12.088335	5.284469	5.860800	6.913320
MB-5040	0	4.08000	High	NO	3	Positve	NEUTRAL	6	72.73	79.1666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	2	10.521838	12.265724	11.095905	10.481457	11.967681	5.402496	6.283758	6.464807
MB-5041	0	4.04000	Moderate	NO	3	Positve	NEUTRAL	2	45.40	173.9333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	8.996132	7.016909	11.029875	8.762122	10.611741	5.242537	5.650061	6.473701
MB-5043	6	6.08000	Moderate	NO	3	Positve	NEUTRAL	8	70.42	128.3666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	40.00	3	10.049390	11.153461	11.524153	10.637632	12.736196	7.023238	5.640260	6.403183
MB-5044	0	3.03400	High	NO	3	Positve	NEUTRAL	4ER+	55.56	139.4333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	17.00	1	10.118880	11.538084	12.820044	11.144621	13.066802	5.506337	5.684368	6.745271
MB-5045	0	4.05000	High	NO	3	Positve	NEUTRAL	4ER+	70.11	168.3000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	10.898296	9.992907	10.455790	9.235392	12.023218	5.818663	5.646339	5.826809
MB-5048	0	3.03200	Moderate	NO	3	Positve	NEUTRAL	7	44.12	86.3666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	1	10.768979	11.018647	12.222803	11.796007	13.368246	6.223563	6.174911	6.326242
MB-5049	0	3.03400	Moderate	NO	3	Positve	NEUTRAL	8	61.76	255.3000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	17.00	1	10.219767	9.966913	11.392256	9.929780	11.830085	6.528782	6.147090	6.674892
MB-5050	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	3	55.04	184.3333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	15.00	1	10.441733	11.496634	12.107682	10.397117	12.638978	7.603203	5.747209	6.353214
MB-5052	2	5.07000	Moderate	NO	3	Positve	GAIN	4ER+	76.66	34.5666667	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	11.949308	6.641130	11.183804	7.530252	10.251450	5.475938	5.775348	5.953308
MB-5053	0	3.04200	Moderate	NO	3	Positve	NEUTRAL	3	68.21	150.6000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.00	NA	10.850687	11.629552	12.048835	10.312492	12.630718	6.738176	5.640783	6.336807
MB-5054	0	4.00200	Low	NO	3	Negative	GAIN	5	52.57	187.7000000	LIVING	Basal	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	1.00	1	13.324809	6.551322	11.040309	7.838761	11.214556	5.379687	5.703305	6.306207
MB-5057	0	4.03000	High	NO	3	Negative	NEUTRAL	10	39.25	56.3333333	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	10.066130	5.759018	6.442480	7.054862	6.659243	5.395814	6.001837	5.509581
MB-5058	16	6.03000	High	YES	3	Negative	NEUTRAL	7	61.04	178.7333333	DECEASED	Normal	ER-/HER2-	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	15.00	2	10.844240	5.720183	11.071398	6.679729	11.840914	5.219740	5.790803	6.279257
MB-5059	0	3.03400	High	NO	3	Positve	NEUTRAL	8	53.69	257.6333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	17.00	1	10.251537	9.896962	11.142781	10.929890	12.116814	8.446234	6.120922	6.397090
MB-5060	1	4.05000	High	NO	3	Positve	NEUTRAL	8	75.01	150.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	2	10.590847	11.953568	11.484833	9.680752	12.139458	5.551916	6.056996	6.031062
MB-5061	2	4.05000	High	NO	3	Positve	NEUTRAL	7	71.05	39.4333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.737023	11.138801	11.350852	10.108425	13.229781	7.636972	5.735336	5.895415
MB-5062	1	5.04000	High	NO	3	Positve	GAIN	1	75.55	168.2666667	LIVING	LumB	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	2	13.366206	11.112467	11.487471	10.033439	11.949402	5.355043	5.619967	6.300140
MB-5063	1	5.04000	High	YES	3	Negative	GAIN	5	41.54	215.1666667	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	2	14.380086	7.248749	10.530637	8.509330	11.543325	5.325622	6.372449	6.308602
MB-5064	0	3.04000	High	NO	3	Positve	LOSS	4ER+	63.40	91.5000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	8.046992	11.431603	12.264580	10.747423	12.394087	7.772404	5.794232	6.015274
MB-5065	0	4.03200	Moderate	NO	3	Negative	NEUTRAL	4ER-	68.66	184.8000000	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	16.00	1	9.932850	6.224930	7.103506	6.371047	7.743225	5.464370	5.888041	6.611827
MB-5066	1	4.05000	Moderate	NO	3	Positve	NEUTRAL	3	53.58	94.7000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	11.235122	11.542369	11.982783	10.787909	12.481973	7.011239	5.945171	6.250052
MB-5068	0	3.03000	High	NO	3	Positve	NEUTRAL	4ER+	71.19	182.5000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	NA	10.114412	11.552676	11.877898	9.810635	12.165358	7.417320	5.967586	5.895769
MB-5070	2	5.06000	High	YES	3	Negative	LOSS	10	47.38	213.9000000	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	NA	9.565139	6.002823	7.219586	6.651377	9.484432	5.369023	6.543240	5.912231
MB-5072	1	5.06000	High	YES	3	Negative	NEUTRAL	4ER-	52.23	50.2333333	DECEASED	Her2	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	9.853437	6.671710	11.207472	7.121261	11.964671	5.283606	5.759380	6.240972
MB-5073	0	3.10000	Moderate	NO	3	Positve	NEUTRAL	4ER+	67.87	194.1666667	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	50.00	2	9.948597	12.065369	12.424657	10.977308	11.465281	6.119736	5.565881	5.802207
MB-5074	0	4.05000	High	NO	3	Positve	NEUTRAL	3	70.59	221.6000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	3	25.00	2	11.813569	11.414888	11.808751	11.372248	12.806210	5.662471	5.765193	5.972951
MB-5076	NA	5.07000	High	YES	3	Negative	NEUTRAL	10	28.05	26.8666667	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	8.855099	5.821370	5.532122	7.553644	8.377656	5.341146	6.030810	6.889520
MB-5078	1	4.04800	Moderate	NO	3	Positve	GAIN	5	56.33	87.1000000	DECEASED	LumB	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	24.00	2	14.017230	10.035124	11.455143	9.400051	11.913494	5.310892	5.641403	5.323513
MB-5079	0	3.03000	Low	NO	3	Positve	NEUTRAL	8	66.38	199.9333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	10.979612	11.982223	12.254893	10.618000	13.425159	7.216247	5.362936	6.061551
MB-5081	0	3.03200	Moderate	NO	3	Positve	NEUTRAL	9	43.63	58.0000000	DECEASED	Normal	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	NA	10.675638	8.765120	10.961496	9.084461	11.407324	6.025387	6.150969	6.088190
MB-5084	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	8	49.00	198.1000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	1	11.370991	10.566502	11.508383	11.939165	12.506842	5.439675	5.810683	6.150735
MB-5086	0	2.02000	Moderate	NO	3	Positve	NEUTRAL	8	65.41	84.2333333	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	10.00	1	11.096841	12.466778	12.301163	10.465266	13.539577	8.568739	5.618153	6.020201
MB-5088	0	3.06000	Moderate	NO	3	Positve	NEUTRAL	8	72.38	199.3666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	2	10.985375	12.081429	12.263146	10.838558	12.775776	5.757200	5.866757	6.279913
MB-5092	1	5.04000	Low	NO	3	Positve	NEUTRAL	3	76.37	174.5666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	2	10.950218	11.235327	11.542915	9.438398	11.436501	6.808987	6.655234	6.274940
MB-5093	0	3.06000	High	NO	3	Positve	NEUTRAL	1	69.95	142.4333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	2	11.272797	10.525017	11.838234	10.405896	11.362261	5.428975	6.067321	6.776638
MB-5097	0	3.04400	High	NO	3	Positve	NEUTRAL	1	56.33	61.6000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	22.00	2	10.061643	11.781142	11.953818	10.069543	11.719237	6.319185	6.179474	5.964757
MB-5098	0	3.03600	Moderate	NO	3	Positve	NEUTRAL	9	61.92	186.4000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	18.00	1	11.052406	11.426664	11.485766	11.031871	12.262843	6.031005	5.868702	6.104920
MB-5100	17	6.04000	Moderate	YES	3	Negative	NEUTRAL	10	32.74	19.9000000	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	8.675109	6.008690	6.263633	5.845556	6.984344	5.404693	6.311764	6.480697
MB-5101	14	5.10000	High	NO	3	Positve	NEUTRAL	6	67.86	34.3333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	50.00	3	9.320198	11.303357	11.119659	9.235233	12.024319	6.416008	6.107215	6.012789
MB-5102	20	6.04000	High	YES	3	Negative	NEUTRAL	10	69.93	30.3666667	DECEASED	Basal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	10.004888	6.106282	9.298556	6.055881	8.771607	5.432044	5.953892	6.387995
MB-5104	NA	3.03000	Moderate	NO	3	Positve	NEUTRAL	8	73.81	122.5000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	1	10.809269	11.825031	11.832366	10.825728	13.040569	5.235208	5.436634	6.408367
MB-5105	0	3.02200	Low	NO	3	Positve	NEUTRAL	8	63.24	204.4333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	11.00	1	10.286173	11.119469	11.918192	10.595518	13.517873	7.098366	5.715391	6.596959
MB-5106	NA	4.03000	High	NO	3	Positve	NEUTRAL	6	59.50	190.9666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	NA	10.761720	11.466295	11.080530	10.589113	11.524247	5.675815	5.398037	6.249544
MB-5107	0	4.08200	High	NO	3	Positve	GAIN	1	61.06	82.6333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	41.00	2	10.933929	11.203080	11.454270	9.399092	11.970342	6.126241	6.367777	6.030467
MB-5109	NA	3.03000	High	NO	3	Positve	NEUTRAL	4ER+	64.94	125.0666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	1	11.522616	6.398246	11.526998	8.716229	12.220448	5.683886	5.480391	6.261990
MB-5110	0	1.05000	Moderate	NO	3	Positve	NEUTRAL	3	59.12	21.9000000	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	NA	25.00	2	11.706670	8.112092	11.604925	9.032578	12.635164	5.336696	6.122892	6.261294
MB-5113	0	3.03400	Moderate	NO	3	Positve	NEUTRAL	1	43.80	175.6333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	17.00	1	10.686037	10.362932	11.780067	10.519683	12.846931	5.387550	5.601010	6.729455
MB-5114	0	4.08000	Moderate	NO	3	Positve	GAIN	5	57.87	15.3666667	DECEASED	Basal	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	40.00	NA	14.320825	6.290928	9.917062	7.731305	10.710183	5.491019	5.564290	6.629615
MB-5115	1	5.06000	High	YES	3	Negative	NEUTRAL	10	40.57	77.4000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	9.823590	5.728223	5.895443	6.245291	7.261005	5.396995	5.769705	5.882357
MB-5116	7	5.03600	High	NO	3	Positve	GAIN	2	74.71	71.7666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	2	10.536540	12.332617	12.028300	11.083540	12.685588	7.162124	5.755885	6.133928
MB-5117	0	3.06000	Moderate	NO	3	Positve	NEUTRAL	8	51.09	209.2666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	10.937920	10.861624	12.135906	11.566139	13.486724	7.928441	5.599443	6.401749
MB-5118	0	3.02400	Moderate	NO	3	Positve	NEUTRAL	3	72.14	211.7333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	12.00	1	10.437179	11.613371	12.071310	10.076270	13.059269	6.049996	6.057582	6.576366
MB-5119	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	7	75.33	59.7666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	1	10.193523	10.845780	11.463743	10.666793	12.147310	5.313002	5.874117	5.890448
MB-5120	1	5.06000	High	YES	3	Negative	GAIN	5	47.24	27.8000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	30.00	2	14.271205	6.931326	11.744885	7.519731	12.652312	5.291296	5.576586	5.437771
MB-5121	0	4.03600	High	NO	3	Positve	NEUTRAL	8	72.02	114.9000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	3	18.00	NA	10.168214	11.633400	11.901275	10.638433	13.666478	6.118528	5.906532	6.684552
MB-5122	5	3.08000	Moderate	NO	3	Positve	NEUTRAL	8	77.66	125.7000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	NA	40.00	NA	10.474414	11.783058	11.689406	11.475188	12.212615	6.857806	6.065291	5.918663
MB-5123	1	4.04000	High	NO	3	Positve	LOSS	7	69.72	90.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	2	10.277315	10.109630	11.645109	11.263213	11.296857	5.160096	6.058005	6.223202
MB-5124	0	3.05200	High	NO	3	Positve	NEUTRAL	6	83.96	124.2000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	26.00	3	10.583861	12.118627	11.954875	10.705248	12.111768	5.940457	6.039823	6.644901
MB-5126	1	5.02000	Moderate	YES	3	Negative	NEUTRAL	10	63.48	27.3000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	10.00	NA	8.464208	6.067712	6.913251	5.668775	7.583609	5.239296	5.720504	6.712887
MB-5127	0	4.06000	Low	NO	3	Positve	UNDEF	1	74.98	191.4666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	30.00	2	10.932273	12.056331	11.779371	10.703534	12.969551	8.076847	6.125402	5.966197
MB-5130	0	4.03000	Low	NO	3	Positve	LOSS	7	58.61	255.0000000	DECEASED	LumA	ER+/HER2- High Prolif	NA	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.00	1	9.444466	12.229652	11.949598	9.813096	12.288076	5.972606	6.109982	6.470794
MB-5131	NA	4.00600	Moderate	NO	3	Positve	NEUTRAL	8	64.08	264.1333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	3.00	NA	11.267382	9.595387	11.916737	10.645730	12.658260	6.845687	5.624510	6.221263
MB-5134	0	3.02000	Moderate	NO	3	Positve	NEUTRAL	3	46.58	196.5333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	10.00	1	11.306627	10.266580	12.029294	11.127623	12.237248	6.050726	6.031737	6.794910
MB-5135	0	4.07000	Moderate	NO	3	Negative	NEUTRAL	10	38.59	37.3666667	DECEASED	Basal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	8.814492	5.404953	5.296153	5.450296	5.656224	5.332675	6.782669	5.441026
MB-5136	NA	4.04000	Moderate	NO	3	Positve	NEUTRAL	4ER+	63.22	178.7333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	3	20.00	1	10.712651	8.384138	11.953576	10.183493	12.365622	6.071784	5.751199	6.319232
MB-5137	NA	5.05000	High	YES	3	Negative	GAIN	10	36.04	43.2666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	11.233677	5.773543	6.946602	8.184080	7.900769	5.648212	5.838009	6.805950
MB-5138	2	5.03000	High	YES	3	Negative	NEUTRAL	10	44.59	37.0000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	NA	9.733319	6.891755	9.075309	6.973756	9.418069	5.176338	6.784143	6.859501
MB-5139	4	6.05800	High	NO	3	Positve	LOSS	1	69.16	89.9666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	29.00	2	9.742335	12.044145	12.314751	10.633546	12.652701	5.534493	6.179168	6.199453
MB-5140	NA	5.10000	Moderate	NO	3	Positve	GAIN	1	77.31	134.7333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	50.00	2	10.821269	11.425580	11.718311	10.712207	13.314085	6.998975	5.448778	6.806054
MB-5143	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	4ER+	78.80	127.9333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.730697	11.033852	11.681300	10.635860	11.591675	8.271944	5.443090	6.181778
MB-5144	0	3.03400	High	NO	3	Positve	GAIN	9	57.14	213.0333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	1	11.824424	11.363689	12.066307	11.356404	11.777090	6.416689	5.700148	6.061907
MB-5145	0	4.05000	Moderate	NO	3	Positve	NEUTRAL	9	61.55	159.2333333	DECEASED	Normal	ER-/HER2-	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	25.00	2	10.180134	7.072637	7.645440	7.504644	7.906898	5.160532	5.724341	6.012230
MB-5147	0	4.05000	High	NO	3	Positve	GAIN	5	54.61	20.2666667	LIVING	LumA	HER2+	Living	NO	Breast Invasive Lobular Carcinoma	Positive	Negative	3	25.00	2	13.421644	7.885858	11.593606	9.359824	12.502653	5.464140	6.309865	5.954211
MB-5148	0	4.04000	Low	NO	3	Positve	NEUTRAL	4ER+	76.72	245.2333333	DECEASED	Her2	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	11.320427	6.475817	11.220425	6.295177	11.561485	5.416528	6.508954	5.863158
MB-5150	0	3.00200	Low	NO	3	Positve	NEUTRAL	4ER+	69.29	110.8333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	1.00	1	9.532303	12.585275	12.650929	11.760476	12.524454	6.895687	5.802461	6.027588
MB-5152	1	4.03400	High	NO	3	Positve	NEUTRAL	7	76.19	115.9333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	2	10.862266	11.418380	12.167748	10.567586	13.244514	5.944181	5.699062	6.236115
MB-5154	0	4.00200	Low	NO	3	Negative	GAIN	3	31.87	170.8333333	LIVING	Normal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	1.00	1	14.150505	6.390271	10.980236	7.682715	11.920582	5.374285	5.730209	6.166627
MB-5155	3	2.06000	Moderate	YES	3	Negative	NEUTRAL	4ER-	51.08	259.9333333	LIVING	Normal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	NA	30.00	2	11.001946	7.310015	10.500475	10.829776	11.869580	5.492769	5.395770	5.946199
MB-5157	4	6.02400	Moderate	NO	3	Positve	NEUTRAL	4ER+	70.68	18.2333333	DECEASED	Normal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	12.00	NA	9.975117	7.822629	10.464719	8.226023	11.724896	5.970473	5.621337	5.969961
MB-5158	NA	3.04000	High	NO	3	Positve	GAIN	7	66.53	244.1666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	11.033515	10.184457	11.912427	10.561172	12.079808	8.242434	5.483599	6.552585
MB-5160	0	3.05000	High	NO	3	Positve	NEUTRAL	8	68.52	87.7333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.189706	11.441857	11.802902	11.303989	12.669770	6.663326	6.009221	6.504323
MB-5161	0	3.02400	High	NO	3	Positve	NEUTRAL	4ER+	44.41	175.3333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	12.00	1	10.436221	8.550699	10.831178	9.176129	11.320832	5.958556	5.513249	6.314974
MB-5163	0	4.03600	High	NO	3	Positve	NEUTRAL	3	69.04	212.2000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	1	10.726198	10.699743	11.542742	10.598437	12.581878	5.525538	5.193416	6.132002
MB-5164	0	4.02600	Low	NO	3	Positve	GAIN	5	48.76	80.5000000	LIVING	Normal	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	13.00	1	13.517317	8.782917	10.614513	8.876368	12.280377	6.525379	5.583509	6.058290
MB-5166	11	6.06000	High	NO	3	Positve	GAIN	5	69.23	80.7333333	DECEASED	LumB	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	30.00	3	13.610100	10.839761	12.084101	8.820100	12.218027	7.280134	5.465338	6.621073
MB-5167	0	1.06000	Moderate	NO	3	Positve	NEUTRAL	8	60.46	208.4000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	30.00	2	11.193142	11.746028	12.371381	10.163543	13.095513	5.887214	5.876592	6.780321
MB-5169	0	4.05000	Moderate	NO	3	Positve	NEUTRAL	3	62.84	51.9666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	10.301942	11.348196	11.460790	10.315781	11.258659	6.114430	6.086940	6.805772
MB-5171	0	3.02200	Low	NO	3	Positve	NEUTRAL	4ER+	46.79	185.0000000	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	11.00	1	10.435318	9.408693	11.140290	10.554370	11.972116	7.340821	5.568018	6.472439
MB-5172	7	6.08000	Moderate	YES	3	Negative	GAIN	5	49.57	184.2666667	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	40.00	3	14.302764	6.865718	11.949951	8.075607	12.483490	5.714075	5.952543	6.220615
MB-5173	0	4.10000	High	NO	3	Negative	NEUTRAL	10	69.05	22.1333333	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	50.00	2	10.080595	5.701547	6.165940	5.692081	6.299191	5.440399	5.776569	6.527855
MB-5175	3	2.03600	Moderate	NO	3	Positve	NEUTRAL	4ER+	50.08	194.7000000	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	18.00	NA	9.257361	9.256972	10.615543	8.388303	11.239649	6.369348	5.643299	6.198185
MB-5176	0	3.03000	High	NO	3	Positve	NEUTRAL	4ER+	53.96	112.6333333	DECEASED	claudin-low	ER+/HER2- High Prolif	Died of Other Causes	YES	Invasive Breast Carcinoma	Negative	Negative	2	15.00	1	10.676469	11.160817	11.271463	11.045090	11.984320	5.410648	5.850703	6.314865
MB-5177	1	5.00000	NA	NO	3	Positve	LOSS	4ER+	68.53	65.2333333	DECEASED	claudin-low	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	NA	NA	9.804215	10.242429	10.117569	9.722779	11.790554	5.498890	5.639343	6.225058
MB-5178	0	4.04000	Low	NO	3	Positve	NEUTRAL	6	65.26	184.3333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	3	20.00	1	10.489194	11.480043	11.610311	12.016440	12.685785	5.654020	5.647185	5.412898
MB-5179	0	4.03000	Moderate	NO	3	Positve	NEUTRAL	3	68.60	246.6000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	15.00	1	10.382389	11.076771	11.372570	10.041516	12.163733	5.217297	5.401062	5.682497
MB-5182	0	4.06000	Moderate	NO	3	Positve	NEUTRAL	3	78.04	134.2666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	30.00	NA	11.330440	10.649954	12.132000	10.833726	12.943901	7.804170	5.582865	6.232252
MB-5183	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	8	74.34	118.5333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	10.768383	12.048381	11.721154	10.468737	12.097007	8.548886	5.822212	6.121987
MB-5184	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	4ER+	79.76	89.3333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	20.00	1	10.447964	10.308320	11.410016	9.429493	12.072605	6.178451	6.017741	6.261365
MB-5185	0	4.07000	Moderate	NO	3	Positve	NEUTRAL	4ER+	61.88	77.4666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	9.596322	11.365304	11.516799	9.234503	11.975855	6.818003	6.453220	5.975763
MB-5186	0	1.02000	Low	NO	3	Positve	GAIN	6	42.84	203.2666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	NA	10.00	1	13.249975	10.211931	11.770891	9.370192	12.362284	6.403147	5.938473	5.742927
MB-5188	1	5.05000	High	NO	3	Positve	NEUTRAL	10	65.44	19.4000000	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.138723	7.730393	10.417335	8.841547	10.285255	5.223421	5.733437	5.608551
MB-5189	9	6.10000	Moderate	NO	3	Positve	NEUTRAL	4ER+	69.24	111.9666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	50.00	2	10.140984	10.547749	11.534241	10.436160	13.890030	7.325595	5.713653	5.939651
MB-5190	0	4.03000	Low	NO	3	Negative	GAIN	4ER-	53.07	242.5666667	LIVING	Basal	NA	Living	YES	Invasive Breast Carcinoma	Positive	Negative	3	15.00	1	14.464282	7.381346	9.944784	8.460982	11.821183	5.455898	5.412913	5.688368
MB-5191	0	4.04000	Moderate	NO	3	Positve	NEUTRAL	8	54.75	142.1666667	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	3	20.00	1	10.586171	10.722488	11.399310	10.351489	12.644085	6.686050	5.481980	6.094262
MB-5193	1	3.06000	Moderate	NO	3	Positve	NEUTRAL	7	88.80	54.2666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	30.00	2	11.447066	12.095072	12.540235	11.852414	13.478107	6.381747	5.664510	6.406376
MB-5195	0	4.03000	Moderate	NO	3	Positve	GAIN	5	72.16	196.8666667	DECEASED	LumA	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	15.00	1	13.645260	9.075572	12.062902	9.901323	11.529140	6.268676	5.737046	5.837779
MB-5196	0	3.03000	High	NO	3	Positve	NEUTRAL	7	52.98	94.0333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	1	11.719898	11.122611	11.688614	10.141116	13.168550	5.322075	5.429147	6.510466
MB-5197	3	4.05000	High	NO	3	Positve	NEUTRAL	9	62.11	223.8333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	2	11.118623	11.498176	12.029320	9.633392	12.841217	5.585833	6.200273	5.962733
MB-5199	0	4.03000	Low	NO	3	Negative	GAIN	5	65.35	204.4000000	LIVING	Basal	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	15.00	1	14.464282	7.363053	11.372059	9.064539	11.149854	5.558091	5.768874	6.049570
MB-5200	0	4.03000	Moderate	NO	3	Positve	GAIN	1	70.23	52.3000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	10.972581	11.199945	11.589123	10.346229	12.513745	5.199577	5.473009	6.750413
MB-5201	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	8	73.17	96.9666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.345304	12.452368	12.679192	10.988343	13.321510	9.251850	5.982370	6.472157
MB-5204	3	2.04800	Moderate	NO	3	Positve	NEUTRAL	3	76.91	191.9333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	24.00	2	10.666834	12.082223	12.294982	10.649143	13.278439	6.554508	5.249822	6.170693
MB-5205	3	5.07000	High	YES	3	Negative	NEUTRAL	9	50.24	185.3000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	10.297420	7.807916	9.956434	7.381903	8.537283	5.310164	5.531218	7.145572
MB-5206	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	2	67.45	205.7333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	15.00	1	9.958931	12.280249	11.757839	11.319466	12.149738	5.189862	5.507098	6.413466
MB-5208	0	4.05400	Moderate	NO	3	Negative	NEUTRAL	10	52.43	151.9000000	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	2	9.368915	5.613103	8.282034	7.326433	8.986566	5.207724	5.662918	6.149681
MB-5209	0	4.12000	Moderate	NO	3	Negative	NEUTRAL	4ER-	79.17	175.1000000	DECEASED	Basal	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	60.00	2	10.418923	6.127000	7.369406	6.777817	9.564598	5.522714	6.478479	6.208789
MB-5211	0	4.06000	High	NO	3	Positve	NEUTRAL	7	68.42	247.8333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	10.794407	11.140710	11.630376	10.798287	12.633663	7.909094	5.887782	6.018595
MB-5212	0	4.07000	High	NO	3	Positve	GAIN	5	80.17	179.1000000	DECEASED	LumB	HER2+	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	35.00	2	13.691147	9.377294	12.503356	9.890538	11.791135	5.343384	5.978329	6.256448
MB-5213	12	6.05000	High	YES	3	Negative	GAIN	5	74.98	43.4000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	3	12.363404	5.976082	10.318827	6.801170	10.974692	5.186716	5.341615	6.590164
MB-5214	0	3.04000	Low	NO	3	Positve	NEUTRAL	2	66.57	107.3666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.036640	11.208872	11.362303	11.066817	12.056448	5.876152	5.400732	6.182359
MB-5215	6	6.05600	High	NO	3	Positve	NEUTRAL	8	74.11	118.7000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	28.00	NA	10.062832	11.214016	13.003945	12.071065	13.056811	5.478137	5.606883	7.059168
MB-5218	0	4.02000	High	NO	3	Positve	NEUTRAL	1	42.11	254.9666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	10.00	1	9.497836	9.633287	11.061258	10.914027	11.882181	5.410319	5.875039	6.210975
MB-5219	NA	3.04000	Moderate	NO	3	Positve	NEUTRAL	4ER+	55.77	252.9000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Invasive Breast Carcinoma	Negative	Positive	2	20.00	1	11.122422	11.915252	12.143010	11.201155	12.771141	7.551356	5.784728	6.461323
MB-5221	0	2.04000	High	NO	3	Positve	NEUTRAL	8	63.53	131.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	1	10.759756	11.870220	11.938043	10.356729	12.238424	7.486318	6.020341	6.157043
MB-5222	0	4.03000	Moderate	NO	3	Negative	GAIN	10	76.20	111.8333333	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	12.280319	5.910319	9.934122	6.329744	9.741221	5.338111	6.408500	5.832018
MB-5223	2	4.04400	Moderate	YES	3	Negative	NEUTRAL	4ER-	42.05	144.6666667	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	22.00	2	9.339622	6.080931	6.550967	6.634836	7.319843	5.176288	5.282942	6.152472
MB-5224	1	5.04000	High	NO	3	Positve	NEUTRAL	7	90.23	99.4000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	2	10.330070	11.227634	11.770242	10.592389	12.126930	7.479543	6.064299	6.045999
MB-5225	0	4.06000	High	NO	3	Negative	NEUTRAL	10	68.01	43.2666667	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	9.900531	5.914688	6.688892	7.036823	8.718537	5.534740	6.201500	5.936949
MB-5226	0	4.03000	Moderate	NO	3	Positve	LOSS	4ER+	75.53	200.6000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	10.396746	10.991720	11.719262	11.629383	12.527994	5.533819	6.203846	6.268814
MB-5227	1	4.03000	High	NO	3	Positve	NEUTRAL	4ER+	74.46	187.0333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	2	10.803444	11.953077	11.454953	9.868750	11.123745	8.386857	5.813121	6.136376
MB-5228	0	4.06000	Moderate	NO	3	Positve	NEUTRAL	7	72.56	180.7333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	11.009239	10.641273	11.203445	9.728262	12.800245	5.787202	5.524745	5.728854
MB-5229	1	5.05000	High	YES	3	Negative	GAIN	5	39.99	33.9666667	DECEASED	Basal	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	25.00	2	14.246427	5.781525	11.002173	7.643754	10.765045	5.307446	5.704267	6.262598
MB-5230	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	3	48.17	176.5000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Mixed Mucinous Carcinoma	Negative	Positive	2	15.00	1	10.018896	10.805115	11.395578	10.397786	12.118740	7.778039	5.638207	6.104674
MB-5231	0	3.05000	Moderate	NO	3	Negative	GAIN	5	61.28	16.5666667	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	NA	25.00	2	13.884347	6.225729	11.092072	7.526470	12.514646	5.218806	6.048279	5.594142
MB-5232	0	3.02800	Moderate	NO	3	Negative	NEUTRAL	10	74.53	211.2000000	DECEASED	Basal	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	14.00	1	9.901328	6.358518	7.123478	6.445059	8.036950	5.062629	5.979463	5.799332
MB-5233	0	3.06000	Moderate	NO	3	Positve	NEUTRAL	8	79.59	209.0333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	10.586035	11.815304	12.073659	11.175448	13.154040	6.651368	5.538877	6.529927
MB-5235	0	3.01200	Moderate	NO	3	Positve	NEUTRAL	9	59.04	204.2000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	6.00	1	9.993115	6.513513	9.178625	7.840316	10.639064	5.616856	5.482459	6.797333
MB-5236	3	5.13000	High	YES	3	Negative	NEUTRAL	10	63.02	166.6666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	65.00	3	8.897039	6.533858	5.934249	6.290787	8.649439	5.612875	6.234324	5.715373
MB-5238	2	5.04000	Moderate	YES	3	Negative	GAIN	5	46.03	44.1333333	DECEASED	Normal	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	2	14.335036	8.505976	9.963951	8.348923	10.790195	5.438873	5.628616	5.928404
MB-5240	0	3.02400	High	NO	3	Positve	NEUTRAL	7	56.92	103.8333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	12.00	1	10.524180	10.175194	11.354917	11.180925	12.840785	6.993716	5.395970	6.470215
MB-5243	2	3.11000	High	NO	3	Positve	GAIN	1	62.79	38.4333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	1	55.00	NA	10.132097	11.984706	11.613823	11.743850	10.813863	5.488536	6.290087	7.133688
MB-5244	0	4.08000	High	NO	3	Positve	NEUTRAL	6	69.20	216.8666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	40.00	2	10.135469	12.824270	12.664094	11.510150	13.639057	6.219119	6.118917	5.962669
MB-5251	1	2.04000	Moderate	NO	3	Positve	NEUTRAL	3	76.77	112.4666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	20.00	2	10.336952	11.601170	11.573430	10.771430	13.193017	8.151575	6.121365	5.728656
MB-5253	0	3.06000	Moderate	NO	3	Positve	NEUTRAL	3	69.59	102.0666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	30.00	2	10.467260	9.914039	11.544597	10.477195	12.576478	6.902124	5.683660	5.836868
MB-5255	NA	4.03000	Low	NO	3	Negative	GAIN	4ER-	58.70	53.5666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	8.191352	6.666543	6.749432	6.547549	8.313574	5.440633	5.777955	6.528171
MB-5256	3	4.04600	Moderate	NO	3	Positve	NEUTRAL	8	70.31	108.0666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	23.00	2	10.637235	11.686983	11.507283	10.652985	13.151982	6.796236	5.518035	6.110408
MB-5258	0	4.06000	High	NO	3	Negative	NEUTRAL	10	72.77	101.0666667	DECEASED	Basal	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	9.964907	5.575888	6.208761	6.301112	8.214270	5.222621	6.160348	6.605917
MB-5259	1	5.07000	High	YES	3	Negative	GAIN	5	41.28	46.1666667	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	35.00	2	13.696836	6.429692	11.020038	7.704259	11.763918	5.467014	5.990739	5.937993
MB-5260	0	4.03000	Moderate	NO	3	Positve	NEUTRAL	7	72.23	202.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	15.00	1	10.790189	12.617575	12.532309	11.881021	12.757149	5.851379	5.715998	5.718874
MB-5261	0	3.03000	High	NO	3	Positve	NEUTRAL	4ER+	66.12	116.4666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	9.721711	11.867890	11.918372	10.951341	12.488206	6.032573	5.828529	5.837137
MB-5264	0	4.03600	High	NO	3	Positve	NEUTRAL	8	46.40	199.3000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	18.00	1	11.183331	10.420208	11.862443	11.350513	12.817945	7.609450	5.679180	6.143212
MB-5266	0	4.06000	High	NO	3	Positve	GAIN	1	76.83	83.6333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	30.00	2	12.804743	10.270040	11.341928	8.678158	11.928390	5.721479	6.137799	6.157278
MB-5267	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	2	52.77	71.0666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	9.471460	10.872585	11.560018	9.740739	11.871318	7.139705	6.075569	6.300747
MB-5268	0	3.06000	Moderate	NO	3	Positve	NEUTRAL	3	47.98	186.1333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	30.00	2	10.761293	8.890790	12.181319	11.387428	12.820403	5.941157	5.849971	5.702091
MB-5270	1	5.07000	High	NO	3	Positve	NEUTRAL	8	67.10	187.8333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	35.00	2	10.715471	12.013266	12.161293	11.132924	13.240890	6.199227	5.501429	6.823092
MB-5271	0	3.08000	High	NO	3	Positve	GAIN	9	58.25	167.5000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	40.00	2	11.436515	10.817789	11.614441	9.938074	13.396513	5.554012	5.605282	5.704249
MB-5272	0	4.04000	Moderate	NO	3	Positve	NEUTRAL	4ER+	40.71	201.9333333	DECEASED	claudin-low	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	9.835172	7.943625	10.353246	8.585479	10.927226	5.638420	5.747598	6.102990
MB-5273	0	4.04000	High	NO	3	Positve	NEUTRAL	6	60.33	60.8666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	1	9.107477	11.120329	11.237081	10.851788	12.162787	6.256928	5.806343	5.896624
MB-5275	0	3.00000	Moderate	NO	3	Positve	NEUTRAL	3	72.19	75.9666667	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	NA	NA	11.133150	10.079497	11.613211	10.008803	12.361821	5.660349	6.317191	6.139817
MB-5277	0	3.03600	Low	NO	3	Positve	NEUTRAL	8	35.78	221.0666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	NA	10.691047	9.290314	11.156711	10.079319	11.473635	5.774342	5.681092	6.724884
MB-5278	0	1.04000	Moderate	NO	3	Positve	NEUTRAL	4ER+	47.92	99.9666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	NA	20.00	1	10.648099	9.044951	11.467593	10.341230	11.468839	5.958040	5.678039	5.992686
MB-5279	0	4.08000	High	NO	3	Positve	NEUTRAL	8	66.55	68.7666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	2	11.109839	11.510046	12.574659	10.881498	13.054281	5.445861	5.619222	6.627362
MB-5280	0	4.00400	Low	NO	3	Positve	LOSS	1	45.85	77.8666667	DECEASED	Normal	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	2.00	NA	9.694629	10.679135	11.710597	10.601805	12.413387	6.873838	5.614211	5.770819
MB-5281	0	4.03000	Moderate	NO	3	Negative	NEUTRAL	4ER-	55.72	79.3000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	11.759620	6.216032	11.372491	6.892657	12.298825	5.237508	5.764115	6.098317
MB-5284	5	6.08000	Moderate	NO	3	Positve	NEUTRAL	3	68.18	65.3333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	40.00	2	10.526752	11.211717	11.967045	10.227037	12.194268	7.471396	6.393045	6.200641
MB-5287	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	3	69.46	124.0000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	11.061527	10.308335	11.845720	10.440334	12.990583	7.690995	5.852452	5.807092
MB-5288	2	4.07000	High	NO	3	Positve	NEUTRAL	3	70.10	128.4000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	35.00	2	10.239938	11.930504	12.190461	10.670236	12.450089	5.183728	6.363628	6.338689
MB-5289	NA	5.05200	High	NO	3	Positve	NEUTRAL	8	65.45	87.0000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	26.00	2	11.064302	11.422439	11.042708	10.160332	12.271215	7.357989	6.212533	5.812552
MB-5290	0	3.04400	High	NO	3	Positve	NEUTRAL	8	69.42	36.9333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	22.00	2	11.445349	12.066799	12.156480	10.582221	12.621411	6.541028	5.763506	6.272812
MB-5291	0	3.03000	High	NO	3	Positve	GAIN	9	67.25	153.5333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	11.262974	12.814994	12.224235	11.873706	12.158392	6.067879	6.514654	6.068619
MB-5292	0	3.01000	Moderate	NO	3	Positve	GAIN	5	82.06	48.4333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	5.00	NA	13.034092	10.066735	11.351833	8.783254	12.827494	5.712949	5.962926	6.358398
MB-5293	0	3.06000	High	NO	3	Positve	NEUTRAL	3	70.86	208.9666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	30.00	2	10.453157	12.117562	11.850534	9.900278	11.817688	6.080590	6.688906	6.136107
MB-5294	14	6.19800	Moderate	YES	3	Negative	NEUTRAL	10	31.71	195.9333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	99.00	3	9.615372	5.861307	7.619597	6.392569	7.950962	5.729497	6.450557	6.766277
MB-5295	0	3.05000	Low	NO	3	Negative	NEUTRAL	10	60.51	75.7000000	DECEASED	Basal	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	2	9.929635	5.903222	6.805235	6.896483	9.757693	5.630118	6.334665	6.556152
MB-5296	6	6.08000	Moderate	NO	3	Positve	GAIN	5	78.93	13.8000000	DECEASED	claudin-low	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	40.00	3	14.069921	7.112847	10.805368	7.549148	11.155808	5.415436	6.582199	5.849045
MB-5298	5	6.04600	High	YES	3	Negative	NEUTRAL	10	49.63	84.9000000	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	3	23.00	2	9.263921	5.695719	5.740844	6.010377	8.866672	5.389238	5.670538	7.681987
MB-5299	2	5.08000	High	YES	3	Negative	NEUTRAL	10	53.35	16.7000000	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	3	40.00	2	10.493644	5.660715	5.738389	6.124185	6.872580	5.505440	6.097286	6.456928
MB-5300	0	2.03000	Moderate	NO	3	Positve	NEUTRAL	8	55.53	190.1666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	15.00	1	11.231798	11.605628	11.772433	11.172201	12.340673	6.090582	5.946371	6.085239
MB-5301	NA	3.03600	Moderate	NO	3	Negative	NEUTRAL	8	64.46	241.2333333	LIVING	Her2	ER-/HER2-	Living	YES	Invasive Breast Carcinoma	Negative	Negative	2	18.00	1	10.331150	7.247134	11.231524	9.246061	11.318155	5.439455	5.723620	6.907871
MB-5302	NA	2.12000	High	NO	3	Positve	NEUTRAL	3	52.81	191.1000000	LIVING	Normal	ER+/HER2- High Prolif	Living	YES	Invasive Breast Carcinoma	Negative	Negative	1	60.00	2	10.934124	10.762109	11.876026	10.769930	12.640311	5.278299	6.115944	6.114327
MB-5305	1	4.06000	High	NO	3	Positve	NEUTRAL	8	61.88	149.4333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	30.00	2	11.649785	11.209930	12.074543	11.740898	13.243052	7.966206	5.725407	6.202668
MB-5306	0	4.03000	High	NO	3	Positve	GAIN	7	58.26	159.7333333	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	11.951102	11.178645	11.417880	11.044550	12.749519	5.284048	5.701633	6.374680
MB-5308	0	4.05000	Low	NO	3	Positve	NEUTRAL	4ER+	67.62	104.7666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	10.806838	10.468244	11.150381	9.847877	11.963959	6.014838	6.313370	6.093787
MB-5310	0	3.06000	High	NO	3	Positve	NEUTRAL	3	71.40	153.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	30.00	2	9.702529	11.139701	11.456198	10.625610	12.704184	5.575880	5.615478	5.918913
MB-5311	0	3.05400	High	NO	3	Positve	NEUTRAL	4ER+	73.01	57.6666667	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	27.00	2	9.205156	10.254346	10.080318	9.534636	10.071926	5.809117	6.545702	6.049229
MB-5312	6	6.12000	High	YES	3	Negative	GAIN	5	50.60	37.9000000	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	60.00	3	13.292794	6.385216	10.863401	8.133565	10.878577	5.377361	6.077032	5.752331
MB-5313	14	3.06000	Moderate	NO	3	Positve	NEUTRAL	1	79.12	46.5333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	NA	30.00	2	11.027799	9.470693	11.146738	9.687109	10.923434	5.770761	6.298175	6.143300
MB-5315	16	6.16000	High	YES	3	Negative	GAIN	4ER-	52.13	43.0333333	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	80.00	3	13.770456	6.012965	8.810337	6.886413	11.248743	5.121637	5.846095	6.431467
MB-5317	1	4.03000	High	NO	3	Positve	NEUTRAL	8	69.70	53.6333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	15.00	2	9.396392	12.767247	12.528416	10.963352	13.367119	9.179270	6.120361	5.501140
MB-5318	0	4.03600	Moderate	NO	3	Positve	GAIN	5	60.96	14.1666667	DECEASED	LumB	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	1	12.360054	9.084963	11.416142	9.625290	12.255993	5.326673	5.630683	5.636800
MB-5322	1	4.04600	Moderate	NO	3	Positve	NEUTRAL	2	66.58	102.3000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	23.00	2	10.524423	10.797685	11.603089	11.722863	13.536900	5.413568	5.637425	7.064151
MB-5323	0	4.03000	Moderate	NO	3	Negative	LOSS	4ER-	31.26	226.0666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	8.899406	6.539755	6.649990	6.906991	6.896418	5.465960	6.045435	5.875083
MB-5324	0	3.02000	Moderate	NO	3	Positve	NEUTRAL	3	64.01	190.1000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	10.00	1	10.415639	11.490173	12.070960	10.697189	12.464467	6.415185	5.924192	5.833424
MB-5325	NA	5.16000	Moderate	YES	3	Negative	NEUTRAL	10	43.04	204.2333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Invasive Breast Carcinoma	Negative	Negative	3	80.00	NA	10.079395	6.583620	6.805969	7.991529	8.388871	5.155749	5.969763	5.778319
MB-5326	0	2.09600	Moderate	NO	3	Positve	NEUTRAL	4ER+	79.26	96.2000000	DECEASED	Normal	NA	Died of Other Causes	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	1	48.00	2	10.070246	10.277333	11.397812	9.051080	14.381972	5.119213	5.343784	5.682780
MB-5327	0	3.05000	High	NO	3	Negative	GAIN	5	66.94	163.5333333	LIVING	Her2	HER2+	Living	YES	Breast Invasive Lobular Carcinoma	Positive	Negative	2	25.00	2	12.713227	6.142690	11.423779	6.130338	11.251495	5.385868	6.301440	5.711413
MB-5328	1	4.10000	High	NO	3	Positve	NEUTRAL	1	74.57	14.2000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	50.00	2	10.843960	12.024064	11.417608	11.385652	11.519226	5.730112	5.845594	5.800839
MB-5329	13	6.13000	High	YES	3	Negative	NEUTRAL	2	64.64	45.7333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	3	65.00	3	10.565323	8.170725	11.255509	9.636672	12.437614	5.444350	5.426940	5.738144
MB-5330	0	3.05000	High	NO	3	Positve	NEUTRAL	8	70.49	114.5333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	25.00	NA	10.463918	9.992524	11.473236	10.640569	12.637721	7.749998	5.439164	6.685856
MB-5331	0	3.04600	Moderate	NO	3	Positve	GAIN	2	54.69	124.1333333	DECEASED	LumA	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	23.00	2	13.875114	11.534940	11.852294	10.570548	12.405554	5.745028	5.528280	6.177369
MB-5332	1	4.03600	High	NO	3	Positve	GAIN	5	68.93	98.8333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	2	18.00	2	13.692633	10.441387	11.032458	9.706825	12.456131	6.643702	5.464892	5.474414
MB-5334	0	4.04000	High	NO	3	Positve	NEUTRAL	9	78.44	85.4000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	1	11.438742	9.675913	11.705760	10.038970	12.142138	6.943222	5.794747	6.035398
MB-5335	0	4.05400	High	NO	3	Negative	NEUTRAL	10	41.81	25.2333333	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	2	9.711387	5.600507	6.015444	7.503853	7.769502	5.241336	6.163670	5.429444
MB-5338	2	4.04000	High	NO	3	Positve	NEUTRAL	1	61.24	51.6666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	2	9.091389	11.287084	11.452068	10.397072	12.626504	5.440997	5.851136	6.568290
MB-5339	2	5.03000	High	NO	3	Positve	NEUTRAL	3	71.78	195.8666667	LIVING	NC	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	2	9.741564	10.460211	11.801128	10.083925	11.403469	5.685994	5.518248	6.402687
MB-5341	0	3.04000	High	NO	3	Positve	NEUTRAL	2	56.37	250.8333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.864375	12.293680	13.127682	10.963365	13.338984	8.272223	5.849406	6.561951
MB-5345	4	4.03000	Moderate	NO	3	Positve	NEUTRAL	4ER+	76.87	216.0333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	15.00	2	9.428076	11.000072	11.452361	10.023931	12.543945	6.776780	5.828993	5.817206
MB-5346	3	5.16000	High	YES	3	Negative	NEUTRAL	10	52.09	194.3000000	LIVING	Basal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	80.00	NA	8.698445	6.348088	6.652984	5.592608	6.088319	5.421555	5.938473	6.930741
MB-5347	1	5.05000	High	NO	3	Positve	NEUTRAL	3	56.89	211.9000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	9.966918	11.098914	11.776856	9.599443	12.542817	7.965065	6.367457	5.787859
MB-5348	1	5.03000	High	YES	3	Negative	NEUTRAL	10	41.27	169.6666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	2	9.773218	6.370563	6.289338	6.188599	6.860028	5.370241	6.234788	5.651641
MB-5349	NA	3.03000	High	NO	3	Positve	NEUTRAL	4ER+	72.88	191.0000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Invasive Breast Carcinoma	Negative	Positive	2	15.00	1	9.936501	11.163289	12.186187	10.717100	11.807465	6.795700	5.582122	6.724170
MB-5350	1	5.05000	High	NO	3	Positve	NEUTRAL	4ER+	66.70	53.6333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	25.00	2	9.575903	10.418502	10.342169	8.897812	9.850476	5.091556	5.404024	6.043450
MB-5351	0	4.00400	Moderate	NO	3	Positve	GAIN	4ER+	47.35	202.1000000	LIVING	Normal	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	2.00	1	13.077473	7.232463	10.607615	9.028630	11.733374	5.465681	6.075267	5.953578
MB-5358	3	4.11400	Moderate	NO	3	Positve	NEUTRAL	3	72.88	28.8333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	57.00	3	10.934515	9.791046	12.103512	10.853383	12.636080	5.482048	5.959566	6.207374
MB-5360	0	3.14000	High	NO	3	Positve	NEUTRAL	8	66.39	161.1333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	70.00	3	11.031097	12.029095	11.483571	9.997578	12.530885	5.394006	5.959051	6.319345
MB-5361	1	4.08000	High	NO	3	Positve	GAIN	8	76.01	15.3666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	40.00	2	10.864898	11.277442	11.637567	9.330004	11.498373	6.300727	6.033157	6.551172
MB-5364	0	4.03000	Moderate	NO	3	Positve	NEUTRAL	3	56.89	125.7666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.00	1	10.346668	11.127473	11.068880	9.801191	12.301732	5.991000	6.328128	5.930358
MB-5365	2	4.05000	High	NO	3	Positve	NEUTRAL	7	79.29	23.0333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.856082	12.369488	12.166708	11.472245	13.110359	6.208712	6.019353	6.429173
MB-5366	1	5.08000	High	NO	3	Positve	GAIN	5	75.56	243.1666667	LIVING	Her2	HER2+	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	3	40.00	2	12.281983	9.607200	11.183832	9.067047	11.227116	5.694384	5.893207	5.835353
MB-5368	1	5.03000	Low	NO	3	Positve	GAIN	4ER+	77.15	100.1333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Invasive Breast Carcinoma	Negative	Positive	3	15.00	2	10.713893	10.286502	10.550031	9.491567	11.802656	6.898252	5.589907	6.175361
MB-5369	0	3.05000	High	NO	3	Positve	NEUTRAL	8	66.18	39.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	25.00	2	10.976802	11.841405	11.962994	10.175902	12.194488	7.586897	6.082820	6.036988
MB-5370	0	4.04400	Moderate	NO	3	Positve	NEUTRAL	8	62.55	119.3000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	22.00	2	10.256200	11.462254	12.413669	10.297279	13.282433	8.064143	5.959905	6.062882
MB-5373	1	5.05000	Low	NO	3	Positve	NEUTRAL	4ER+	67.13	2.5333333	LIVING	LumB	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.318001	11.824014	11.439753	10.276534	11.537740	5.166552	5.995486	5.882746
MB-5377	7	6.09000	High	YES	3	Negative	NEUTRAL	8	35.14	102.0000000	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	45.00	2	10.639458	11.733581	12.119722	10.558103	12.648246	7.884832	6.204999	6.513555
MB-5378	3	5.09000	High	YES	3	Negative	NEUTRAL	10	57.99	12.2666667	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	45.00	3	10.563244	7.906090	7.837028	6.712732	8.809127	5.669158	6.318885	7.249120
MB-5381	2	5.10000	Moderate	YES	3	Negative	GAIN	5	44.00	201.8333333	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	50.00	2	13.375960	7.004672	10.644040	8.809316	12.188088	5.476472	6.473052	5.628649
MB-5382	4	5.06000	High	NO	3	Positve	NEUTRAL	7	69.27	116.2333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	10.621639	10.632636	11.347563	10.772760	11.784767	7.848351	5.978250	5.910218
MB-5383	3	4.15000	Moderate	NO	3	Positve	NEUTRAL	8	83.90	113.6666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	75.00	NA	10.858904	11.453428	11.702766	10.361721	13.002640	6.447579	5.759590	6.209522
MB-5384	0	3.02600	High	NO	3	Positve	GAIN	1	61.05	71.1666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Invasive Breast Carcinoma	Negative	Positive	2	13.00	NA	11.466195	9.751987	11.410254	10.171881	11.898876	5.816636	5.921862	6.710115
MB-5385	NA	2.04000	Moderate	NO	3	Positve	GAIN	4ER+	83.32	148.8000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Invasive Breast Carcinoma	Negative	Positive	1	20.00	1	10.166213	12.688544	11.896375	11.482455	12.398811	7.502631	6.360835	5.797356
MB-5386	0	3.04000	Low	NO	3	Positve	GAIN	7	65.86	192.2000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	11.164155	12.168660	11.521764	10.424364	12.565768	6.474695	6.053400	6.480772
MB-5387	NA	5.02600	High	YES	3	Negative	NEUTRAL	10	45.33	45.6333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Invasive Breast Carcinoma	Negative	Negative	3	13.00	2	10.486051	6.079974	6.738425	6.909491	6.181894	5.357426	5.983167	5.358377
MB-5388	0	3.03000	High	NO	3	Positve	NEUTRAL	7	69.80	146.9333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	15.00	1	10.254419	11.348611	11.335001	9.735102	12.228095	8.635340	6.322774	6.395245
MB-5389	0	3.06200	High	NO	3	Positve	NEUTRAL	7	64.76	124.7666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	31.00	2	11.078281	12.215648	12.065921	10.174360	12.414566	9.156233	6.441543	5.922220
MB-5390	12	6.02600	High	YES	3	Negative	NEUTRAL	10	37.27	30.9333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	3	13.00	3	9.537383	6.473922	6.259462	6.286688	8.877062	5.334834	6.272035	5.828409
MB-5392	0	4.02800	High	NO	3	Negative	NEUTRAL	4ER-	57.34	237.2666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	3	14.00	1	10.600012	6.676378	10.300436	6.391013	10.225297	5.206300	5.928800	6.170836
MB-5393	0	3.04400	Moderate	NO	3	Positve	NEUTRAL	7	82.72	154.0000000	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	22.00	2	9.262367	11.892534	11.669384	10.260573	12.744551	6.908604	6.186115	5.841768
MB-5394	NA	4.05600	Moderate	NO	3	Positve	GAIN	1	72.18	193.6000000	LIVING	Her2	NA	Living	YES	Invasive Breast Carcinoma	Positive	Negative	2	28.00	3	14.034453	7.523606	11.199459	8.929716	12.261064	5.502709	5.831664	6.357044
MB-5395	0	4.02800	High	NO	3	Positve	NEUTRAL	3	71.51	165.1666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	14.00	1	11.195285	10.417900	11.075229	9.746915	12.126548	8.451855	6.538068	6.523068
MB-5396	0	4.02800	Moderate	NO	3	Positve	NEUTRAL	9	61.84	165.6666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	14.00	1	10.627873	11.199236	11.885384	10.309245	12.230598	5.400424	6.056911	5.733476
MB-5397	0	4.10000	High	NO	3	Positve	NEUTRAL	3	61.16	172.8666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	50.00	NA	9.852740	10.223800	11.022889	9.706750	11.676403	7.454432	6.283161	6.599145
MB-5398	4	5.04000	High	NO	3	Positve	NEUTRAL	4ER+	71.01	213.0000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	2	11.091723	12.327973	12.312796	10.324344	13.090414	9.213715	6.094377	5.922287
MB-5399	2	2.04400	Low	NO	3	Positve	NEUTRAL	3	73.10	106.8000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	NA	22.00	2	10.865963	12.101588	11.791710	10.795124	12.958237	5.679195	6.512643	6.584812
MB-5401	0	3.02400	Moderate	NO	3	Positve	NEUTRAL	7	75.42	70.1666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	12.00	1	10.365864	10.033317	11.157220	10.371551	12.533721	8.078016	5.954670	6.439356
MB-5402	0	3.03200	High	NO	3	Positve	GAIN	7	81.76	107.7666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	1	11.653484	11.633981	11.596681	10.528913	10.473786	5.847399	5.985325	6.246912
MB-5403	10	5.05000	High	NO	3	Positve	NEUTRAL	8	85.94	95.7333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.204620	12.011131	12.229949	9.683266	13.156033	9.581043	6.162949	5.936286
MB-5404	3	4.07000	High	NO	3	Positve	NEUTRAL	8	81.57	74.7333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	35.00	2	10.455154	11.685694	11.509792	10.338512	11.822083	6.821357	6.071703	6.273909
MB-5405	2	5.05000	High	NO	3	Positve	NEUTRAL	3	64.43	117.6000000	LIVING	claudin-low	ER+/HER2- High Prolif	Living	YES	Invasive Breast Carcinoma	Negative	Negative	3	25.00	2	10.169335	11.286859	11.205953	9.350312	12.278880	5.319584	6.526272	6.337274
MB-5406	5	3.06000	High	NO	3	Positve	NEUTRAL	9	80.48	97.4333333	DECEASED	LumB	NA	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	NA	30.00	2	10.769083	11.222157	11.146198	9.861918	11.480177	7.433061	5.779214	5.750666
MB-5407	0	4.00200	Low	NO	3	Positve	GAIN	8	36.03	205.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	1.00	1	11.983508	10.877464	11.983090	11.062041	12.856245	7.275882	5.890194	6.079454
MB-5408	0	3.03200	Moderate	NO	3	Positve	GAIN	4ER+	65.48	101.4000000	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	16.00	1	12.498540	6.387694	10.201224	7.947769	11.393027	5.405256	5.953031	6.273987
MB-5409	5	6.04400	High	YES	3	Negative	GAIN	5	51.62	198.1333333	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	22.00	2	13.333988	6.631633	10.897610	7.338484	11.033653	5.577677	6.058227	6.080644
MB-5410	0	4.06000	High	NO	3	Positve	NEUTRAL	8	66.45	202.7666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	11.492955	11.634604	11.405779	11.110287	12.993946	6.288029	5.640610	5.766565
MB-5411	1	5.03600	High	YES	3	Negative	GAIN	5	43.61	26.0000000	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	18.00	2	14.314327	5.822146	11.409575	8.410956	11.075377	5.535425	6.399678	6.907578
MB-5412	0	3.02800	High	NO	3	Positve	NEUTRAL	3	51.87	220.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	14.00	1	10.918006	9.733417	11.373662	10.282129	12.191197	6.909690	5.947493	6.646597
MB-5413	NA	3.03000	Moderate	NO	3	Positve	GAIN	7	71.38	157.8333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	11.359250	10.957908	11.616481	10.087426	12.760210	7.473333	6.233356	6.238111
MB-5414	1	5.05000	High	NO	3	Positve	GAIN	9	61.14	140.6000000	DECEASED	LumB	HER2+	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	25.00	2	13.416060	9.797109	11.337152	9.590202	10.715360	5.160689	6.241905	6.588267
MB-5417	4	6.12000	High	YES	3	Negative	GAIN	5	45.80	107.0666667	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	60.00	3	14.320825	5.453830	11.452661	7.202404	11.606988	4.945672	6.084840	5.679281
MB-5418	1	5.05000	High	NO	3	Positve	GAIN	5	64.15	207.1666667	LIVING	LumB	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	3	25.00	2	13.676881	10.806046	12.107243	9.963939	13.265161	6.740484	6.118558	5.889322
MB-5420	0	4.04000	Low	NO	3	Positve	GAIN	5	71.49	193.9000000	LIVING	Basal	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	1	13.498229	8.617361	10.806408	9.047515	11.912236	5.629815	6.125402	5.983601
MB-5421	0	4.04000	High	NO	3	Negative	NEUTRAL	10	68.00	194.5666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	10.547536	6.452321	6.208220	6.153375	6.529166	5.374743	6.267247	7.094711
MB-5422	0	2.06400	Moderate	NO	3	Positve	NEUTRAL	6	47.14	46.0666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	32.00	2	10.655068	10.481521	11.176679	11.163747	12.342505	7.310476	5.757334	6.676939
MB-5424	0	3.02600	Moderate	NO	3	Positve	NEUTRAL	2	66.42	83.5333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	13.00	1	10.157845	11.226755	11.846374	10.566421	12.098596	6.931113	5.960880	5.706258
MB-5425	3	4.08000	High	NO	3	Positve	NEUTRAL	7	67.59	49.4666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	40.00	2	10.471661	11.381467	11.699560	10.470207	12.406206	7.155233	5.550686	6.354271
MB-5426	11	6.05000	Low	YES	3	Negative	GAIN	10	53.69	34.6333333	DECEASED	Basal	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	25.00	2	14.333510	6.532169	11.052941	7.583774	10.794249	5.912105	6.250129	5.641149
MB-5427	0	3.05000	Moderate	NO	3	Negative	NEUTRAL	9	83.68	155.7333333	DECEASED	Basal	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	2	10.918596	5.427875	5.770147	7.158156	6.658361	5.230721	5.523073	6.512787
MB-5428	0	3.03000	Low	NO	3	Positve	NEUTRAL	4ER+	55.36	150.4666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	15.00	1	10.708146	11.161834	11.519447	10.735167	12.319268	6.124726	5.915299	6.287477
MB-5429	0	3.04000	High	NO	3	Positve	NEUTRAL	4ER+	86.04	30.7000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	1	10.568412	12.305307	12.727490	10.945202	11.665272	5.441526	6.081517	6.188592
MB-5431	0	3.03000	Low	NO	3	Positve	NEUTRAL	4ER+	49.91	15.8666667	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	9.525555	8.844770	8.841937	7.676375	9.021732	5.737093	5.991081	5.650597
MB-5432	1	4.04400	High	NO	3	Positve	NEUTRAL	7	61.00	98.5000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	22.00	2	10.123730	11.691816	11.705047	11.329683	12.498694	7.220227	5.859935	6.179677
MB-5433	0	3.06000	High	NO	3	Positve	GAIN	7	69.37	176.3666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	11.351004	11.707178	12.101667	11.495925	14.290681	5.985421	5.709889	6.167240
MB-5434	1	5.11000	Low	NO	3	Positve	NEUTRAL	9	71.07	45.1666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	55.00	3	10.463409	11.173046	11.540986	10.194353	11.633488	7.058089	6.764432	5.604954
MB-5435	0	1.05000	Moderate	NO	3	Positve	NEUTRAL	9	77.09	104.0000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	25.00	2	10.563866	11.158759	12.388493	10.752288	12.603838	7.326703	5.973642	5.820302
MB-5440	1	5.03600	High	YES	3	Negative	NEUTRAL	10	49.05	196.6333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	2	10.322288	6.604195	7.510855	6.656019	5.962669	5.306887	6.006168	7.119287
MB-5441	0	4.07000	Moderate	NO	3	Negative	GAIN	4ER-	90.08	9.7000000	DECEASED	Her2	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	35.00	3	13.387832	6.744248	11.357608	8.949424	11.626012	5.574653	6.162817	5.840564
MB-5442	2	5.07000	High	YES	3	Negative	NEUTRAL	10	44.93	205.8000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	10.325657	5.433721	6.502632	8.700681	8.642320	5.785605	6.087607	6.855724
MB-5444	0	2.03000	Low	NO	3	Positve	NEUTRAL	7	49.58	240.4333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	15.00	NA	10.442123	10.278496	11.392541	10.781311	11.866288	7.668447	6.383222	6.234717
MB-5446	1	5.05000	Moderate	YES	3	Negative	NEUTRAL	4ER-	51.25	162.8333333	DECEASED	Her2	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	10.282229	6.289918	11.095627	7.019375	10.730516	5.389320	6.054844	5.675359
MB-5447	5	3.02400	Low	NO	3	Positve	NEUTRAL	6	68.10	148.8666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	12.00	3	10.343475	10.718495	11.244786	9.778472	11.156272	6.320720	6.150715	5.945631
MB-5450	0	4.02400	Low	NO	3	Negative	NEUTRAL	10	38.92	190.2000000	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	12.00	1	10.367737	6.625908	7.375974	6.894676	7.013452	5.503660	6.088125	6.570340
MB-5451	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	8	43.44	189.9000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	15.00	1	11.121561	11.106337	12.153543	11.527023	13.273836	7.335804	5.751471	6.662797
MB-5452	3	4.03600	Moderate	NO	3	Positve	NEUTRAL	2	66.20	16.1666667	DECEASED	LumA	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	2	11.008412	12.034123	12.264635	11.565904	12.524107	5.985089	5.779725	6.882071
MB-5453	3	5.06000	Low	YES	3	Negative	NEUTRAL	4ER-	36.99	57.3000000	DECEASED	Normal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	10.377979	7.925208	10.229095	8.132453	11.123880	6.287776	5.904884	6.484333
MB-5454	4	6.06000	Moderate	NO	3	Positve	NEUTRAL	10	55.57	50.6666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	10.385219	8.479373	10.736994	9.084064	10.977491	5.218881	5.969727	5.838763
MB-5455	2	4.02000	Moderate	NO	3	Positve	NEUTRAL	4ER+	73.24	61.8000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	10.00	2	10.030860	11.464627	11.032266	9.412803	12.494696	5.300969	5.723131	5.952094
MB-5457	0	3.03200	Moderate	NO	3	Positve	NEUTRAL	3	52.57	164.5666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	1	10.555281	9.357569	11.673134	9.771188	11.309634	5.656679	6.427253	6.461105
MB-5458	1	5.05000	Low	YES	3	Negative	GAIN	5	54.96	183.4333333	LIVING	Basal	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	25.00	2	14.370253	5.900927	10.807087	8.388880	10.792845	5.200408	5.827481	6.746044
MB-5459	1	5.04000	Moderate	NO	3	Positve	GAIN	5	64.07	90.8000000	DECEASED	LumB	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	2	14.136408	10.720242	12.125183	10.447794	12.201753	5.409393	6.428664	5.864763
MB-5460	NA	4.01000	Low	NO	3	Positve	NEUTRAL	9	55.59	218.6333333	LIVING	Basal	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	5.00	1	10.128086	9.117113	11.056280	10.039893	11.773201	6.258561	5.766908	6.244752
MB-5463	16	3.09600	High	NO	3	Positve	NEUTRAL	9	71.91	58.1333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	NA	48.00	2	11.234659	11.295305	11.376191	10.344188	12.639822	6.031215	5.714984	6.021778
MB-5464	2	2.03600	Moderate	NO	3	Positve	NEUTRAL	4ER+	65.58	116.5333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	18.00	2	10.224088	11.106983	12.484521	10.552476	12.380299	8.723374	5.557888	6.826272
MB-5465	0	4.05000	Low	NO	3	Negative	LOSS	10	69.83	18.8000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.045857	5.951615	6.561508	5.901837	6.955087	5.030276	6.335867	5.833098
MB-5467	NA	4.02000	NA	NO	3	Positve	NEUTRAL	7	36.01	186.1000000	LIVING	Normal	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	10.00	1	10.665466	9.793607	11.230281	9.443449	11.899112	5.833489	5.876084	5.827502
MB-5468	1	5.05000	High	YES	3	Negative	GAIN	10	48.10	99.3666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	25.00	2	12.123202	5.782676	5.770410	6.981924	7.534937	5.281122	6.384676	5.597209
MB-5470	0	2.00000	Moderate	NO	3	Positve	NEUTRAL	9	48.07	42.0666667	DECEASED	Basal	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	NA	NA	9.696476	8.628110	10.636724	9.962722	12.224198	6.515598	5.483555	6.723789
MB-5471	0	4.02600	Moderate	NO	3	Positve	NEUTRAL	3	67.54	185.7666667	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	13.00	1	9.759673	10.628817	11.335458	10.183040	11.398004	5.349740	6.444993	6.603561
MB-5472	0	3.05000	High	NO	3	Positve	NEUTRAL	8	74.78	19.5666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	NA	10.228074	12.210204	12.156248	11.632828	12.487372	7.474254	5.823685	6.723600
MB-5473	5	6.07000	High	NO	3	Positve	NEUTRAL	3	72.61	125.9000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	2	10.391981	10.582323	12.036465	10.424056	12.219767	6.607339	5.541977	6.346313
MB-5474	1	5.07000	Moderate	YES	3	Negative	GAIN	5	46.26	226.7000000	LIVING	claudin-low	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	35.00	2	14.110111	6.365024	10.434311	7.594532	10.345606	5.277757	6.091245	6.120403
MB-5475	3	4.04600	High	NO	3	Positve	NEUTRAL	2	73.55	2.5333333	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	23.00	2	11.238294	12.083818	12.298126	11.327528	11.961877	5.800946	6.250020	6.311227
MB-5477	0	3.07000	High	NO	3	Positve	NEUTRAL	3	59.02	110.4666667	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast	Negative	Positive	2	35.00	2	10.231659	11.931020	12.087194	10.919759	12.635316	7.364345	5.520732	6.177971
MB-5478	21	6.04000	Moderate	NO	3	Positve	NEUTRAL	3	72.23	34.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	20.00	3	9.844239	10.510622	12.069879	11.455800	12.029575	5.587678	6.630547	6.052733
MB-5481	1	5.06000	High	NO	3	Positve	UNDEF	6	57.62	46.3666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	11.197101	11.476083	11.644051	9.464107	10.841577	5.577155	6.125392	6.170669
MB-5482	2	5.03200	Moderate	YES	3	Negative	LOSS	10	40.75	17.6666667	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	16.00	2	10.670394	7.226780	9.176800	8.041446	9.118470	5.429634	5.884903	6.715578
MB-5483	6	5.05000	High	YES	3	Negative	GAIN	5	44.50	42.4333333	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	25.00	2	13.475461	7.031565	11.235655	8.916503	10.790171	5.473497	5.437509	6.489833
MB-5484	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	7	47.30	238.5000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	20.00	1	10.972893	8.794943	11.228618	9.987441	12.966450	7.874747	5.905418	6.357450
MB-5485	2	5.06000	Moderate	NO	3	Positve	NEUTRAL	9	80.08	31.8000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	10.641847	11.569568	12.112600	10.951647	10.795090	5.208476	6.096917	6.249854
MB-5486	0	4.05000	High	NO	3	Positve	LOSS	9	75.65	123.3000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	9.789744	12.224828	12.573819	10.767284	12.674217	6.961375	5.745067	6.700201
MB-5489	0	3.03000	High	NO	3	Positve	NEUTRAL	3	53.60	216.9666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	10.248024	10.770212	11.671511	9.256231	11.785828	8.466033	6.177884	5.963547
MB-5490	0	3.08000	High	NO	3	Positve	NEUTRAL	8	65.31	51.2000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	40.00	2	10.532638	12.001860	12.143769	10.398386	12.850525	8.960622	6.508823	6.333296
MB-5491	0	4.13000	Moderate	NO	3	Positve	NEUTRAL	8	72.25	65.8333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	65.00	2	11.257628	12.362184	11.723708	11.190434	12.222356	7.492926	5.716509	6.314262
MB-5492	6	6.10200	Low	NO	3	Positve	NEUTRAL	3	74.28	23.3666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	3	51.00	NA	10.206442	11.566524	11.494004	10.408720	13.130426	5.323741	6.221561	5.993001
MB-5493	0	4.10200	High	NO	3	Positve	LOSS	2	69.84	57.2333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	3	51.00	NA	10.430485	11.255150	12.075991	10.662586	11.600137	5.445206	5.951545	5.605542
MB-5495	0	3.04000	High	NO	3	Positve	NEUTRAL	4ER+	42.64	228.8000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	NA	10.342921	10.067500	11.416193	9.554806	12.075261	6.988576	5.885003	6.526337
MB-5497	0	3.04000	Moderate	NO	3	Positve	LOSS	1	69.56	237.5000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	9.351788	11.811899	11.790008	10.322769	12.349912	6.105060	6.216558	6.435538
MB-5498	0	4.03000	Moderate	NO	3	Positve	GAIN	1	64.10	225.1666667	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	12.205484	9.650190	11.071866	8.591482	11.755790	5.370428	5.725067	5.813898
MB-5499	0	2.04000	High	NO	3	Positve	NEUTRAL	4ER+	65.50	123.7333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	1	10.455413	10.300754	11.495055	10.730134	10.669543	6.381237	5.956414	6.507874
MB-5502	0	3.05600	High	NO	3	Positve	NEUTRAL	7	51.62	189.7333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	28.00	2	10.249002	10.093005	11.541306	9.696040	11.772594	7.236033	6.153363	6.798916
MB-5505	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	3	74.26	164.6000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	15.00	1	10.563728	12.038552	12.017477	10.296632	12.339623	7.423280	6.120155	6.860616
MB-5510	0	4.07000	Moderate	NO	3	Positve	NEUTRAL	3	75.73	103.1000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	35.00	NA	10.604134	11.654668	12.059905	10.213422	11.692007	5.994081	5.937635	6.574425
MB-5511	0	4.04000	High	NO	3	Negative	NEUTRAL	10	54.18	158.9666667	LIVING	Her2	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	1	10.912983	6.104659	11.786904	6.980871	10.967532	5.908107	6.076095	6.631650
MB-5513	4	5.05800	Low	NO	3	Positve	LOSS	6	86.55	36.6333333	DECEASED	Basal	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	29.00	2	8.817855	9.943195	11.294137	9.698270	10.721872	6.692055	6.053870	5.582431
MB-5514	1	4.04000	High	NO	3	Positve	NEUTRAL	4ER+	63.45	182.9000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	2	9.660002	12.475659	12.531791	11.240507	12.150151	6.659441	5.860594	5.983952
MB-5518	1	5.04000	High	NO	3	Positve	NEUTRAL	4ER+	72.39	30.8666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	2	10.158422	11.169772	11.519125	9.627630	12.060367	6.747904	5.695889	6.429850
MB-5519	1	4.09000	High	NO	3	Positve	NEUTRAL	8	72.61	169.2333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	45.00	NA	10.692087	11.275826	11.743858	10.204192	12.455932	6.372452	6.084358	6.571170
MB-5520	4	6.05000	High	NO	3	Positve	NEUTRAL	7	38.49	16.3000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	25.00	2	9.673568	8.785417	11.217430	9.805778	11.948004	5.453781	6.087309	6.493640
MB-5521	0	4.09000	High	NO	3	Positve	NEUTRAL	4ER+	69.27	124.8000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	45.00	2	9.381753	9.442471	11.094863	8.588364	10.297359	5.498511	5.668016	6.619159
MB-5525	0	4.05600	Moderate	NO	3	Positve	NEUTRAL	7	63.20	2.0000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Mixed Mucinous Carcinoma	Negative	Negative	3	28.00	2	10.473869	11.931691	12.194689	10.277672	13.162960	5.289420	5.788744	6.042974
MB-5526	0	4.04000	High	NO	3	Negative	NEUTRAL	10	45.42	151.0666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	9.393438	5.507587	7.262241	7.942388	7.848559	5.311964	6.251804	7.347461
MB-5527	8	5.02200	NA	YES	3	Negative	GAIN	4ER-	53.48	180.5666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	11.00	2	13.202234	5.837341	9.811001	6.570118	9.479117	5.402355	6.449477	6.680686
MB-5529	2	5.07000	High	YES	3	Negative	NEUTRAL	10	40.21	14.8000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	10.210304	6.156337	6.469128	6.994973	5.777297	5.151595	6.084501	5.895184
MB-5530	2	5.05000	Low	NO	3	Positve	NEUTRAL	7	50.61	185.9333333	LIVING	Basal	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	2	9.789332	10.537597	11.009517	9.788690	11.988889	8.081512	5.869851	6.211023
MB-5531	0	3.03000	High	NO	3	Negative	NEUTRAL	10	66.56	183.9666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	1	9.115451	5.493228	6.200890	7.075163	8.186625	5.469793	6.284287	5.997766
MB-5532	2	4.06000	High	NO	3	Positve	GAIN	7	69.66	79.8666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	2	11.275072	11.333910	11.510841	10.883890	13.005835	5.507149	5.906284	6.199032
MB-5533	1	5.04000	Low	NO	3	Positve	NEUTRAL	1	71.64	158.0333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	20.00	2	10.462181	10.582981	11.171515	9.266077	11.549371	6.026580	5.924776	5.828069
MB-5534	10	5.05000	Moderate	NO	3	Positve	NEUTRAL	4ER+	80.09	79.1000000	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	3	8.962770	9.998104	11.131564	9.666146	10.382770	5.208461	5.796975	6.138277
MB-5535	4	6.04400	High	YES	3	Negative	GAIN	5	49.87	120.1333333	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	22.00	2	14.060690	5.741920	10.689763	7.859599	11.005478	5.602788	7.492347	6.755702
MB-5540	4	6.04000	High	NO	3	Positve	GAIN	1	76.53	48.4333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Positive	Negative	3	20.00	NA	12.286837	11.670626	11.555129	8.788902	11.320674	5.601300	5.983504	6.707525
MB-5541	0	3.04000	Moderate	NO	3	Positve	GAIN	4ER+	60.13	200.1333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	12.134560	10.561996	11.395895	9.611669	11.259826	5.786211	6.243432	5.966252
MB-5543	0	4.08000	Low	NO	3	Positve	LOSS	3	79.11	34.4333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	40.00	2	9.567676	10.743404	11.283121	9.953899	10.701126	6.079539	5.911046	6.269752
MB-5546	NA	3.01000	NA	NO	3	Positve	NEUTRAL	7	40.96	233.2666667	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Invasive Breast Carcinoma	Negative	Positive	2	5.00	1	10.742064	10.674557	11.561169	9.629792	12.265867	9.077875	6.398344	6.556375
MB-5547	1	5.06000	Moderate	YES	3	Negative	NEUTRAL	10	43.08	98.5666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	9.422977	6.757150	7.766543	6.430898	7.503375	5.251580	6.001410	6.830315
MB-5548	0	4.10000	High	NO	3	Negative	NEUTRAL	10	62.43	25.3333333	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	50.00	NA	8.482694	5.640685	6.478887	7.806412	7.176073	5.343731	5.614332	7.446414
MB-5549	2	4.04000	Moderate	YES	3	Negative	GAIN	1	54.83	88.9333333	DECEASED	Her2	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	20.00	2	13.292739	5.775055	11.181597	6.897331	10.800537	5.313392	5.945915	6.437107
MB-5550	0	3.05200	Moderate	NO	3	Positve	NEUTRAL	3	84.30	171.3000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	26.00	2	10.687336	12.101500	13.045675	10.913960	13.251903	6.314758	5.675730	6.379706
MB-5551	0	4.05400	Moderate	NO	3	Negative	NEUTRAL	10	67.24	182.2333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	2	9.760188	5.930966	6.809134	7.682997	8.804721	5.603324	6.208101	5.832748
MB-5552	2	2.08000	Moderate	NO	3	Positve	NEUTRAL	6	69.77	34.7000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	40.00	NA	10.108832	10.984758	11.633858	8.897219	10.577479	5.970209	6.163401	6.811854
MB-5553	0	3.06000	Low	NO	3	Positve	NEUTRAL	2	70.52	154.5000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	10.067855	11.312005	11.783465	11.097046	11.295817	8.185716	5.981484	6.473487
MB-5554	0	2.05200	Moderate	NO	3	Positve	NEUTRAL	2	57.75	229.8333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	1	26.00	2	10.604331	11.328296	11.997601	10.526321	11.945530	6.025995	5.942395	6.653509
MB-5556	0	4.04000	High	NO	3	Positve	NEUTRAL	1	53.56	225.4000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	10.116082	11.829384	12.077774	11.987366	11.234570	5.283092	5.672870	6.295959
MB-5558	1	5.15000	Low	YES	3	Negative	GAIN	5	35.13	25.0333333	LIVING	Basal	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	3	75.00	3	14.232945	7.694976	11.037189	8.880738	11.205620	5.790153	5.976908	6.520850
MB-5559	1	5.09600	Low	YES	3	Negative	NEUTRAL	10	42.12	18.8333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Invasive Breast Carcinoma	Negative	Positive	3	48.00	2	9.985438	8.032378	9.552349	8.455449	10.242899	6.204137	5.697023	7.290094
MB-5560	0	3.03000	Moderate	NO	3	Negative	LOSS	10	44.05	186.6000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	1	8.902971	5.385299	5.753906	8.442162	6.637036	5.438621	5.967720	7.064951
MB-5562	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	2	73.93	102.9666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	9.900361	12.718179	12.784682	10.792600	12.871688	6.588406	5.707994	6.373600
MB-5563	0	3.03000	Low	NO	3	Positve	GAIN	3	76.30	117.6666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	15.00	1	12.479658	9.929396	11.844366	10.501480	13.349768	5.663661	5.797153	6.526213
MB-5565	2	5.06000	High	YES	3	Negative	NEUTRAL	10	64.27	194.1000000	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	2	9.288567	6.082287	6.423872	6.910077	6.447680	5.671229	6.076203	6.050227
MB-5566	14	6.06400	High	YES	3	Negative	NEUTRAL	10	38.44	234.4000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	32.00	NA	10.399783	5.716940	6.964450	7.544160	8.827226	5.175518	6.132151	5.970732
MB-5567	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	3	74.95	178.5666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	20.00	1	10.868481	11.777227	11.758871	10.799620	12.166770	6.357994	6.052898	6.480842
MB-5571	1	4.05000	High	NO	3	Positve	NEUTRAL	7	78.84	153.8666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.544575	10.629058	11.863207	9.695869	12.198250	5.996415	5.937972	6.282981
MB-5572	0	4.03000	NA	NO	3	Negative	NEUTRAL	10	47.88	178.6333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	9.530932	6.435407	5.781766	6.922759	6.422701	5.091937	6.564861	6.307971
MB-5575	0	3.04000	High	NO	3	Positve	NEUTRAL	1	52.63	117.6666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.427148	10.544018	11.234719	9.422622	10.022318	6.128389	7.199412	6.639754
MB-5576	0	4.04000	Moderate	NO	3	Positve	NEUTRAL	1	67.79	194.0000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	20.00	1	9.198267	11.149110	11.531300	9.948427	11.235547	5.790764	6.367486	6.570140
MB-5577	8	6.12000	High	NO	3	Positve	NEUTRAL	3	68.64	55.4000000	DECEASED	claudin-low	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	3	60.00	3	9.368217	7.462051	10.767457	8.463370	11.365511	5.516312	6.276899	6.296146
MB-5579	4	6.06000	Moderate	NO	3	Positve	NEUTRAL	2	68.82	90.6000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	30.00	2	9.727331	10.975483	11.484126	9.911932	11.636400	6.157203	6.626503	6.336919
MB-5580	0	3.05000	Moderate	NO	3	Positve	NEUTRAL	4ER+	75.28	71.6333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.015817	11.011660	11.523888	10.449010	12.794773	6.320114	5.775221	6.063530
MB-5582	0	3.02000	Moderate	NO	3	Positve	NEUTRAL	3	46.43	222.3333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	10.00	1	10.898107	10.744186	11.722429	10.315589	12.216520	6.081817	6.100485	6.473865
MB-5583	0	3.03200	Moderate	NO	3	Positve	NEUTRAL	7	50.75	111.3666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	1	10.729808	9.527713	11.163243	8.804753	10.940973	6.488443	6.766427	6.446063
MB-5584	0	4.04000	High	NO	3	Positve	NEUTRAL	1	69.55	91.1000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	10.184243	11.469531	10.989869	9.813631	10.991532	5.720778	6.072582	6.376520
MB-5585	NA	3.07000	NA	NO	3	Positve	NEUTRAL	8	75.88	53.9000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	35.00	2	11.319453	9.762014	12.068660	10.066562	12.345088	5.242013	6.057556	6.748617
MB-5588	2	5.03600	Moderate	NO	3	Positve	NEUTRAL	4ER+	66.55	81.1333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	18.00	2	9.542671	8.390424	9.699929	7.391934	10.098586	5.175139	6.669512	6.176018
MB-5589	0	3.04000	High	NO	3	Positve	NEUTRAL	8	70.86	185.1333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	NA	10.889588	12.342734	11.704800	10.558436	12.026628	6.648942	6.157178	6.562062
MB-5590	0	4.05200	Moderate	NO	3	Positve	NEUTRAL	4ER+	64.93	17.8333333	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	26.00	2	7.932335	12.196978	11.442465	10.113710	12.233735	7.197386	6.732223	6.479278
MB-5591	0	3.03000	Moderate	NO	3	Positve	NEUTRAL	3	46.28	155.3666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	NA	10.210585	9.955778	11.093099	9.864798	11.803201	7.744914	5.950516	6.589096
MB-5592	0	3.04000	Low	NO	3	Positve	NEUTRAL	8	66.01	26.3333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	20.00	NA	11.136301	10.611734	12.035998	11.205578	13.123531	6.447198	6.228650	6.464757
MB-5593	1	5.07000	Low	YES	3	Negative	GAIN	5	40.53	92.5000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Positive	Negative	3	35.00	NA	14.460390	5.634956	10.325359	7.296928	11.555225	5.399200	6.451681	5.977105
MB-5596	20	5.06000	Moderate	NO	3	Positve	NEUTRAL	3	54.27	167.9333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	30.00	NA	10.130393	11.013378	11.616437	10.303591	12.362787	6.940459	6.320876	6.496842
MB-5597	1	4.06000	Moderate	NO	3	Positve	GAIN	3	75.38	32.7333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	2	11.115460	11.638029	11.773470	10.260122	12.533367	6.788005	5.595887	5.976277
MB-5599	3	4.04000	High	NO	3	Positve	NEUTRAL	7	62.88	224.8666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	NA	9.653421	10.972747	10.726161	9.286717	11.194971	7.279582	6.092164	6.309491
MB-5601	3	4.03200	High	NO	3	Positve	NEUTRAL	3	61.73	214.8000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	16.00	NA	10.219397	11.742425	11.361839	10.409514	11.438540	5.320156	6.494395	6.142126
MB-5602	8	6.08000	High	YES	3	Negative	NEUTRAL	10	39.70	224.4333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	NA	10.022375	5.374594	10.237671	8.357136	9.962185	5.115034	6.354170	5.900633
MB-5603	2	4.04000	High	NO	3	Positve	NEUTRAL	2	70.79	171.6333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	NA	10.629374	10.563262	11.187922	10.385479	11.866451	5.389824	6.134227	6.170642
MB-5604	2	4.05000	High	NO	3	Positve	GAIN	1	66.88	145.6333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	11.892837	12.624831	11.539704	10.520174	12.756217	5.918165	6.169641	6.268027
MB-5605	0	3.05000	High	NO	3	Positve	LOSS	3	40.37	123.7000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	2	10.714652	9.593510	11.428576	9.630914	12.315947	7.508865	5.931565	6.704363
MB-5613	1	4.10000	High	NO	3	Positve	NEUTRAL	10	80.21	212.3666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	50.00	3	9.255953	10.829279	10.620116	8.388675	11.140924	6.047452	5.704542	7.006204
MB-5614	0	4.03400	Low	NO	3	Positve	GAIN	9	62.87	116.4333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	17.00	1	10.540369	11.202333	10.924339	9.448278	10.357344	5.802144	6.042170	5.829051
MB-5616	4	6.04000	Moderate	YES	3	Negative	NEUTRAL	10	41.53	180.6333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	8.993139	6.015335	6.898684	6.451956	6.756697	5.414963	6.449618	6.737374
MB-5617	1	4.06400	High	NO	3	Positve	NEUTRAL	4ER+	81.63	128.2000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	32.00	2	7.281883	12.700418	12.287331	10.891402	11.896539	8.988143	6.059023	5.984993
MB-5620	2	4.06200	Moderate	NO	3	Positve	NEUTRAL	8	79.42	42.0666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	31.00	NA	10.700755	11.658988	12.020195	11.201660	12.655770	7.396273	6.274364	6.715644
MB-5622	0	4.04600	High	NO	3	Positve	NEUTRAL	1	62.89	182.9333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	2	10.532605	11.042902	11.357428	10.359044	11.002774	6.386430	6.006427	6.472569
MB-5623	0	3.04000	High	NO	3	Positve	NEUTRAL	3	44.99	137.8000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.601355	10.016784	12.008322	9.919445	11.735028	7.559364	6.272453	6.865324
MB-5624	1	5.05000	High	YES	3	Negative	NEUTRAL	10	55.43	136.0000000	LIVING	Basal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	NA	10.363133	5.725140	5.641031	6.995283	7.006575	5.400761	6.970851	6.069869
MB-5625	NA	5.08000	Moderate	YES	3	Negative	NEUTRAL	9	45.51	32.3000000	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	NA	10.147164	6.300207	5.808712	7.284075	6.030077	5.316402	6.613307	5.861328
MB-5626	5	5.04000	High	NO	3	Positve	NEUTRAL	8	73.75	82.9666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	2	11.272410	11.616868	11.634331	10.539543	12.357969	5.756496	5.875659	6.548890
MB-5628	4	6.00000	High	NO	3	Positve	GAIN	5	65.06	42.6000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	NA	NA	13.218316	11.368227	11.537238	8.687295	11.978706	6.140400	6.442752	5.679824
MB-5629	0	3.06000	Moderate	NO	3	Positve	NEUTRAL	3	71.36	103.8000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	NA	10.973729	9.286822	11.304327	9.751389	11.449507	7.266398	6.330410	6.810413
MB-5632	4	5.07000	High	NO	3	Positve	GAIN	9	78.55	38.1666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	35.00	2	10.905412	10.206235	10.878608	9.416561	11.319912	5.563176	5.857757	6.303667
MB-5633	7	6.06000	Moderate	YES	3	Negative	NEUTRAL	4ER-	62.70	35.0333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	3	8.619304	6.010846	8.035301	6.157126	8.645816	5.391587	6.358677	6.388873
MB-5634	0	4.06000	High	NO	3	Negative	NEUTRAL	10	55.53	62.9000000	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	8.004007	6.253704	6.905833	7.535037	7.705025	5.490949	6.398763	5.905707
MB-5635	0	3.03000	High	NO	3	Positve	GAIN	4ER+	57.20	21.0666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	1	10.985459	8.167126	11.125146	10.906891	11.705393	5.453542	5.986824	6.027005
MB-5636	2	2.06000	High	NO	3	Positve	GAIN	9	68.49	108.3000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	30.00	NA	11.138339	10.996522	11.149805	9.841457	12.808867	5.878156	6.101094	6.425695
MB-5638	0	3.04000	Moderate	NO	3	Positve	NEUTRAL	7	65.14	195.7000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.633693	11.454767	10.930439	10.860615	11.762292	6.091503	6.238432	6.402660
MB-5640	0	3.00200	Low	NO	3	Positve	NEUTRAL	4ER+	58.00	172.3000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	1.00	1	10.710609	11.471468	12.006139	10.733006	12.380562	6.767783	5.779344	5.857385
MB-5641	0	4.04400	Low	NO	3	Positve	LOSS	2	78.64	181.8666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	22.00	2	8.964793	11.499151	11.064461	10.234025	12.738320	7.071541	5.385434	5.848844
MB-5642	1	4.06800	Moderate	NO	3	Positve	NEUTRAL	4ER+	68.13	156.8000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	34.00	3	10.187477	12.239438	11.856039	10.330279	12.728805	7.096599	6.200522	6.318522
MB-5645	0	3.04000	High	NO	3	Positve	NEUTRAL	7	71.31	22.2333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	1	10.632966	12.163319	11.084251	10.422667	12.403619	7.995148	6.295504	6.102461
MB-5646	0	4.06000	Moderate	NO	3	Positve	NEUTRAL	1	58.40	167.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	30.00	2	11.317020	11.543362	11.220672	10.823727	11.659679	5.563110	6.649982	6.623035
MB-5647	11	6.07000	High	NO	3	Positve	NEUTRAL	6	65.43	30.8000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	2	10.627315	11.754094	11.117625	11.536502	12.309803	5.709541	5.875858	6.195472
MB-5648	NA	4.08000	Low	NO	3	Positve	NEUTRAL	8	74.92	199.9666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	40.00	2	10.504799	11.691910	11.873110	10.971910	12.439584	8.070430	5.962301	6.828496
MB-5651	1	5.05200	Moderate	YES	3	Negative	NEUTRAL	3	51.98	21.0000000	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	26.00	2	9.392003	5.912321	9.310637	6.383926	8.688131	5.396210	6.154092	6.611281
MB-5652	0	4.03000	Moderate	NO	3	Negative	GAIN	4ER-	68.75	104.6666667	DECEASED	Normal	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	1	11.035227	8.324459	10.713730	7.609845	10.775208	5.341263	6.178889	6.135426
MB-5653	0	4.05000	High	NO	3	Positve	NEUTRAL	9	60.72	194.6000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	10.218190	10.738591	10.449019	10.328375	11.792589	5.556452	6.726370	6.213552
MB-5654	1	4.11000	High	NO	3	Positve	NEUTRAL	8	82.94	173.0333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	55.00	NA	10.474599	12.006910	12.002094	10.688165	12.332751	9.016660	5.955714	6.396635
MB-5655	0	4.05000	High	NO	3	Negative	NEUTRAL	10	67.57	191.8000000	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	2	9.968060	6.578655	6.268179	6.774251	5.963613	5.410097	6.797672	7.769900
MB-5656	0	3.03200	Low	NO	3	Positve	NEUTRAL	3	74.76	126.4000000	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	1	10.939349	11.103748	11.638080	10.389655	12.199172	6.670974	5.850193	6.785342
MB-6001	0	3.03000	Moderate	NO	5	Positve	NEUTRAL	3	68.70	135.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	15.00	NA	10.768567	12.933286	11.693813	10.787285	12.238344	5.291720	5.979802	6.335624
MB-6006	0	2.03200	Moderate	NO	5	Positve	NEUTRAL	3	86.61	63.5666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	1	16.00	1	9.560221	10.899206	11.099896	10.422461	12.124662	7.459093	5.869367	6.164949
MB-6007	0	3.05000	High	NO	5	Positve	NEUTRAL	3	70.65	70.5333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	25.00	2	10.419294	11.515145	11.597938	9.911990	12.869790	5.584953	6.599041	6.300202
MB-6008	0	4.05000	High	NO	5	Positve	NEUTRAL	9	80.33	69.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	3	25.00	NA	10.849506	11.507494	11.830648	10.518168	13.169092	8.638374	5.821584	5.951702
MB-6010	0	4.03000	High	NO	5	Positve	NEUTRAL	10	70.28	218.2333333	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	NA	9.639566	11.152237	11.898039	9.481778	10.313671	5.730703	6.210437	6.066483
MB-6011	0	1.05000	High	NO	5	Positve	GAIN	1	59.22	211.1333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	NA	25.00	NA	11.004091	11.440572	12.240866	11.599900	12.744815	5.332465	6.231389	5.873855
MB-6012	0	3.06600	Moderate	NO	5	Positve	NEUTRAL	8	67.46	144.4333333	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	33.00	NA	10.889430	11.925354	11.430867	9.937700	12.789437	7.431069	6.443083	5.609211
MB-6014	0	2.11400	Low	NO	5	Negative	NEUTRAL	4ER-	44.48	191.9333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	1	57.00	NA	10.417234	8.251759	11.346478	9.754126	11.468093	6.702782	6.005079	6.144442
MB-6016	0	3.04600	Moderate	NO	5	Positve	NEUTRAL	4ER+	87.32	143.5333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	23.00	NA	10.033278	12.019191	12.276473	10.688307	12.560908	7.304120	6.376170	6.034903
MB-6017	0	2.06000	Moderate	NO	5	Positve	NEUTRAL	3	72.19	70.9000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	30.00	NA	10.335900	11.571439	12.518418	10.971933	13.146381	8.823537	5.825988	6.062081
MB-6018	0	3.05000	Low	NO	5	Positve	NEUTRAL	8	65.03	143.1666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	NA	10.490801	11.087036	11.824345	10.280675	11.771785	7.727252	6.142807	6.072138
MB-6019	0	3.14000	High	NO	5	Positve	NEUTRAL	4ER+	67.00	13.5333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	70.00	NA	10.743408	9.124583	10.465644	8.875762	12.252531	5.247643	5.523048	5.841541
MB-6020	NA	3.04000	Low	NO	5	Positve	GAIN	1	75.63	48.2666667	DECEASED	LumB	HER2+	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	20.00	NA	12.806076	10.966620	11.462262	10.025515	11.663708	5.506014	6.074249	6.055772
MB-6021	0	3.00000	High	NO	5	Positve	NEUTRAL	3	51.94	301.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	NA	NA	11.055314	10.411270	11.966252	10.386877	12.498269	6.255616	6.183877	6.273149
MB-6022	2	4.10000	High	NO	5	Positve	NEUTRAL	8	90.00	52.0666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	50.00	NA	11.330186	11.406924	11.400575	10.468383	12.791025	6.185947	5.947791	6.759482
MB-6023	0	3.06800	Moderate	NO	5	Positve	NEUTRAL	8	60.28	232.9666667	LIVING	Normal	ER+/HER2- High Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	34.00	NA	10.434763	10.190677	11.775388	10.981562	13.062221	5.177728	5.853544	6.954211
MB-6024	2	4.04000	Moderate	NO	5	Positve	NEUTRAL	8	65.63	252.2666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	NA	10.825166	11.522457	11.699281	10.371316	12.605521	6.658441	6.064572	6.400219
MB-6026	0	3.05000	Moderate	NO	5	Positve	NEUTRAL	1	87.75	49.7333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	NA	10.917316	11.750713	11.350833	10.278773	11.792557	5.449921	6.045089	5.977573
MB-6029	6	6.02000	High	NO	5	Positve	NEUTRAL	7	63.35	278.3666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast	Negative	Positive	3	10.00	NA	10.920226	10.834177	11.399004	10.267131	12.351598	8.192321	6.008326	6.355489
MB-6030	0	2.04000	High	NO	5	Positve	NEUTRAL	7	66.76	145.3666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	NA	10.545447	11.935385	12.041942	10.755365	12.167193	6.708736	6.126640	6.479177
MB-6036	0	4.04000	Moderate	NO	5	Negative	GAIN	10	44.65	287.9333333	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	NA	13.159583	5.840255	6.160712	7.386242	7.297542	5.291824	6.361749	6.676540
MB-6039	1	5.07000	High	NO	5	Positve	GAIN	9	65.96	73.1333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	NA	11.524889	11.175822	11.558735	9.123818	11.266644	6.093917	5.847352	5.823770
MB-6042	0	3.06000	High	NO	5	Positve	NEUTRAL	3	70.12	263.4333333	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	NA	10.396246	9.684664	11.266293	10.296980	12.346500	7.893387	5.847196	6.740090
MB-6044	0	3.06000	Moderate	NO	5	Positve	NEUTRAL	6	70.64	219.1000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	NA	11.426502	9.602755	10.885888	9.061457	11.802745	5.184172	6.945424	6.300006
MB-6047	12	5.03000	High	NO	5	Positve	NEUTRAL	9	72.94	37.8666667	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast	Negative	Positive	2	15.00	NA	10.750387	9.457621	10.743632	9.633760	10.220908	6.588294	6.114882	6.442729
MB-6048	0	3.05000	High	NO	5	Positve	GAIN	9	58.84	168.2000000	DECEASED	Her2	HER2+	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	2	25.00	NA	12.874492	10.816322	10.956559	8.638780	12.096570	6.545540	5.726141	5.911832
MB-6049	0	3.08000	High	NO	5	Positve	GAIN	5	62.29	264.2333333	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	2	40.00	NA	13.291086	9.711657	10.977688	9.956084	11.817844	7.303662	5.860800	5.401816
MB-6050	0	3.04000	High	NO	5	Positve	NEUTRAL	8	51.07	192.2000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	NA	10.469732	10.766324	11.724956	10.709242	12.393939	8.511722	5.798230	6.793944
MB-6051	1	4.07200	Moderate	NO	5	Positve	NEUTRAL	3	65.39	186.8333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	36.00	NA	10.836477	10.904800	11.153424	10.713336	12.221678	5.261467	6.261915	6.683414
MB-6052	0	4.03000	Low	NO	5	Negative	NEUTRAL	4ER-	36.47	255.3666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	NA	9.907553	7.403504	9.557327	8.208330	9.978346	5.573144	5.856777	6.227750
MB-6053	2	3.05200	Moderate	NO	5	Positve	NEUTRAL	1	69.39	250.8000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	1	26.00	NA	10.458280	12.046742	11.488282	11.898226	12.501480	5.502766	5.899676	5.422997
MB-6055	2	5.05000	High	YES	5	Negative	NEUTRAL	10	33.08	200.4333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	NA	8.780248	5.570024	6.007655	6.310072	7.580324	5.212470	5.826281	6.992107
MB-6058	2	4.03600	High	YES	5	Negative	NEUTRAL	10	41.79	22.6666667	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	18.00	NA	8.413236	5.943792	5.996638	8.588908	7.877090	5.326729	5.915299	6.194472
MB-6059	1	4.09600	High	YES	5	Negative	NEUTRAL	7	50.88	278.4666667	LIVING	Normal	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	48.00	NA	9.694691	9.329321	10.734568	10.233793	11.945337	5.787502	6.142324	6.355550
MB-6060	0	4.06000	High	NO	5	Positve	GAIN	5	53.79	38.0333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	NA	10.470959	10.409187	10.945342	9.561657	11.231170	7.387633	6.112657	5.907580
MB-6062	0	4.04400	High	NO	5	Negative	NEUTRAL	10	31.60	282.3666667	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	NA	9.915166	6.729773	5.661568	6.648006	7.796758	5.239416	6.062906	6.715253
MB-6063	16	6.24000	High	YES	5	Negative	GAIN	5	58.90	15.6000000	DECEASED	Normal	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	120.00	NA	14.305337	6.139814	10.251618	7.997342	11.598454	5.443389	6.011156	5.788603
MB-6065	1	3.09600	High	NO	5	Positve	NEUTRAL	8	76.69	188.5333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	48.00	NA	11.008202	11.648869	11.301875	10.747455	13.248345	6.182284	6.038995	6.194745
MB-6068	0	3.00000	Moderate	NO	5	Negative	NEUTRAL	4ER-	43.75	182.6000000	DECEASED	Basal	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	NA	NA	9.777548	6.662815	8.581694	8.321701	9.201262	5.986950	6.261915	5.787955
MB-6069	5	5.04000	Moderate	NO	5	Positve	NEUTRAL	7	75.55	258.1333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	NA	10.577652	11.538168	11.761490	10.333582	12.586316	8.128664	5.971386	6.553492
MB-6071	7	5.06800	High	NO	5	Positve	NEUTRAL	7	72.81	57.4000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	34.00	NA	10.860409	10.812217	11.669542	10.283682	11.562630	6.297410	5.970980	6.242010
MB-6075	0	3.05000	High	NO	5	Positve	NEUTRAL	7	84.04	182.3333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	NA	11.106756	11.643606	11.710214	11.357870	13.339893	5.854433	6.508954	6.034971
MB-6077	0	3.03200	Low	NO	5	Positve	NEUTRAL	7	70.92	170.2666667	DECEASED	NC	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	NA	10.561018	11.774203	11.143359	10.181710	11.727872	6.739602	5.642728	5.957874
MB-6079	0	3.00000	Moderate	NO	5	Positve	NEUTRAL	9	68.91	239.1666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	NA	NA	11.187900	11.121219	12.580058	11.489899	12.946727	5.512665	6.234129	6.002244
MB-6080	5	6.06000	High	NO	5	Positve	NEUTRAL	4ER+	79.04	54.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	30.00	3	10.516029	11.133011	10.614488	9.604101	11.842633	6.434067	6.361749	6.171441
MB-6082	8	5.14000	Low	YES	5	Negative	NEUTRAL	7	46.47	102.5000000	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	70.00	NA	12.637722	8.819806	11.309160	9.365383	12.667397	5.387374	5.937892	5.823712
MB-6083	0	3.04200	High	NO	5	Positve	NEUTRAL	8	73.03	164.0333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.00	NA	11.481281	11.264062	11.953643	9.915053	13.036499	7.151972	5.637743	6.363807
MB-6085	4	5.05200	High	YES	5	Negative	GAIN	4ER-	58.38	23.9000000	LIVING	Her2	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	26.00	NA	13.395911	5.712106	10.535549	7.125240	10.408568	5.428259	5.705297	5.431674
MB-6092	0	3.04200	Moderate	NO	5	Positve	NEUTRAL	3	80.59	2.3000000	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	21.00	NA	10.207560	9.700659	11.503480	10.664750	12.921358	5.616257	5.747341	5.799303
MB-6097	1	4.01600	High	NO	5	Positve	NEUTRAL	8	68.59	159.7000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	8.00	NA	11.886518	10.438193	11.506420	10.228112	12.581088	5.680343	6.178359	5.520238
MB-6098	1	5.16000	High	YES	5	Negative	NEUTRAL	10	28.29	10.6333333	DECEASED	Basal	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	80.00	NA	9.713816	6.129761	6.715893	6.810744	7.442233	5.051656	5.752411	5.748304
MB-6100	2	4.06000	High	YES	5	Negative	GAIN	5	53.45	10.0666667	DECEASED	Her2	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	30.00	3	14.435613	6.916277	10.973821	7.996860	11.986505	5.596614	5.900034	5.358766
MB-6101	0	3.07000	High	NO	5	Positve	NEUTRAL	7	82.51	77.5000000	DECEASED	Normal	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	35.00	NA	10.949329	11.067737	11.382597	11.121495	11.677794	7.194930	5.699292	6.125798
MB-6103	0	3.00000	Low	NO	5	Positve	NEUTRAL	3	66.28	239.4000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	NA	NA	10.555562	9.731426	11.399732	9.292337	11.885672	5.658597	5.912162	6.181063
MB-6105	0	2.02600	Moderate	NO	5	Positve	NEUTRAL	7	78.93	192.2000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Positive	Positive	1	13.00	NA	13.520150	10.545234	11.878412	10.455634	12.101585	6.007144	5.507574	6.130132
MB-6107	0	4.00000	Moderate	NO	5	Positve	NEUTRAL	3	71.38	123.3333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	3	NA	NA	12.187450	10.315184	11.427800	9.641332	12.136842	6.851898	5.656185	6.123519
MB-6108	0	3.03600	High	NO	5	Positve	LOSS	4ER+	38.01	193.9666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	1	12.286354	9.807006	11.559978	9.745291	10.875413	6.023945	5.901473	6.026481
MB-6113	2	4.04000	High	YES	5	Negative	GAIN	5	39.41	124.5666667	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	20.00	2	13.134518	8.660235	11.357383	8.789085	11.298431	5.556393	5.715491	5.877346
MB-6114	10	5.05600	High	YES	5	Negative	GAIN	5	70.76	66.8333333	LIVING	Her2	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	2	28.00	NA	13.456247	9.555503	11.268206	8.403935	11.808013	6.523848	5.965913	6.007956
MB-6116	0	3.06000	High	NO	5	Negative	GAIN	5	66.13	193.1333333	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	2	30.00	NA	14.065282	9.587965	11.588486	9.493772	11.213556	5.792539	5.875589	5.753142
MB-6118	0	3.03000	Low	NO	5	Positve	NEUTRAL	3	41.11	264.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	1	11.016122	9.829711	11.373650	10.820729	12.389307	6.628753	5.818094	5.898237
MB-6122	3	4.07000	Moderate	YES	5	Negative	LOSS	4ER-	54.74	260.2000000	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	35.00	NA	10.103450	10.185253	10.955549	9.774275	10.917473	6.377613	5.753338	6.317393
MB-6124	15	6.03000	High	NO	5	Positve	NEUTRAL	3	76.99	115.6333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.00	NA	10.207243	11.502516	12.060186	11.588622	12.831675	6.439737	5.882196	6.332111
MB-6125	0	3.03000	Moderate	NO	5	Positve	NEUTRAL	4ER+	63.27	153.9000000	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	NA	9.970221	10.592600	10.869842	10.717069	10.946351	5.982606	6.015555	5.912871
MB-6131	0	3.12200	High	NO	5	Positve	GAIN	5	57.27	257.6666667	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	61.00	NA	12.980147	5.753264	11.655093	8.762959	12.504339	5.158226	6.142324	5.452320
MB-6133	0	3.07800	High	NO	5	Positve	NEUTRAL	3	74.60	61.8000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	39.00	NA	10.841447	11.131722	11.927639	9.819136	13.340682	5.101071	5.677295	6.264039
MB-6135	1	4.03000	High	NO	5	Positve	NEUTRAL	9	69.38	78.6000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	NA	10.034306	10.636310	11.348344	9.886936	11.421588	7.065565	5.927223	5.563975
MB-6138	4	6.07400	Moderate	NO	5	Positve	NEUTRAL	3	85.85	25.6333333	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	37.00	2	9.823726	9.515447	11.208265	10.052123	12.632187	5.390187	5.798785	5.937832
MB-6141	4	6.00000	High	NO	5	Positve	NEUTRAL	8	79.84	78.8666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	3	NA	NA	10.711909	11.155460	11.964034	11.645141	13.320232	5.362010	5.827326	5.913182
MB-6143	0	4.09200	Moderate	NO	5	Negative	NEUTRAL	9	60.60	255.6000000	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	46.00	2	10.081733	6.301672	6.790759	6.481088	7.239746	5.439290	6.404591	7.060133
MB-6144	0	3.04000	High	NO	5	Positve	NEUTRAL	10	64.55	254.9333333	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	NA	9.120488	6.472897	5.497067	6.130791	6.854414	5.553899	6.641831	6.181799
MB-6145	3	4.09000	High	NO	5	Positve	LOSS	7	60.41	34.3333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	45.00	NA	10.923063	11.245446	11.802223	10.959017	12.045135	5.371326	6.055483	5.970802
MB-6146	3	5.01200	High	NO	5	Positve	NEUTRAL	4ER+	51.04	89.6000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	6.00	NA	9.777407	10.117195	11.355296	9.103502	11.279588	7.001301	5.943098	5.568704
MB-6147	0	2.03000	Low	NO	5	Positve	NEUTRAL	4ER+	76.01	238.0666667	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	1	15.00	NA	10.111510	9.921711	10.941010	9.296800	11.456161	5.891523	6.031267	6.164948
MB-6149	0	2.05200	High	NO	5	Positve	GAIN	7	70.90	74.9333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	26.00	NA	11.527822	11.279346	10.899773	10.964514	13.084266	5.924979	6.009201	5.486333
MB-6150	0	3.04200	High	NO	5	Positve	NEUTRAL	4ER+	59.47	77.6666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	21.00	NA	10.022381	9.193460	11.854024	10.490740	12.742641	5.420855	5.989808	6.091264
MB-6152	0	3.03400	High	NO	5	Positve	NEUTRAL	10	60.62	228.9000000	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	17.00	NA	9.618585	6.483107	10.440863	7.191472	10.436348	5.490807	6.215345	5.781197
MB-6154	0	3.05000	Moderate	NO	5	Positve	NEUTRAL	8	71.74	195.3000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	NA	10.094972	9.924402	12.211083	11.346913	13.614118	7.693181	5.858536	6.354512
MB-6156	0	4.05000	High	NO	5	Positve	GAIN	5	49.50	58.9333333	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	3	25.00	NA	13.822467	8.066102	11.866143	9.903949	12.290301	6.021993	5.914747	6.259968
MB-6157	14	6.07000	Moderate	NO	5	Positve	GAIN	5	86.29	15.8666667	DECEASED	Basal	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	35.00	NA	13.508011	10.360094	10.996674	10.270793	12.009828	5.429991	6.057091	6.511243
MB-6160	1	4.00000	Moderate	YES	5	Negative	GAIN	9	46.23	247.3666667	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	NA	NA	13.896580	5.887579	11.106729	8.259371	10.908745	5.494239	5.795817	6.122002
MB-6163	6	5.07000	High	NO	5	Positve	NEUTRAL	8	71.62	88.6666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	35.00	NA	10.947244	12.457682	12.441709	10.902911	12.861505	6.550474	5.922712	5.879989
MB-6164	5	5.02600	High	NO	5	Positve	NEUTRAL	3	77.45	205.9000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	13.00	NA	10.409090	11.284275	11.905249	9.939820	11.932919	7.848467	6.087424	6.131350
MB-6167	6	5.03000	High	NO	5	Positve	NEUTRAL	8	75.02	122.8000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	15.00	NA	9.934360	11.814701	12.230292	11.098272	13.036872	5.499653	6.051300	5.998646
MB-6168	0	3.04000	High	NO	5	Positve	NEUTRAL	7	64.95	225.7000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	20.00	NA	10.219583	9.393676	11.667348	9.172308	11.884885	7.100567	6.150715	6.327848
MB-6169	0	4.05000	Moderate	NO	5	Positve	GAIN	4ER+	39.17	84.7333333	DECEASED	Basal	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	25.00	NA	13.775883	7.314180	10.807792	7.410626	11.102492	5.712010	6.059664	6.324125
MB-6171	0	3.08000	High	NO	5	Positve	NEUTRAL	3	70.91	220.3000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	40.00	NA	10.665177	11.336094	11.581719	10.519316	12.397065	7.156169	5.668616	6.017753
MB-6178	8	6.06400	Moderate	NO	5	Negative	NEUTRAL	10	38.58	33.1333333	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	32.00	NA	10.184663	6.072698	6.208280	8.049274	8.919548	5.362998	6.324879	5.701691
MB-6179	0	2.06600	High	NO	5	Positve	NEUTRAL	8	59.08	58.4666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	33.00	NA	10.972282	11.000887	12.025355	10.509941	12.812630	6.903004	5.581326	6.599198
MB-6181	1	3.03000	High	NO	5	Positve	NEUTRAL	8	83.09	54.9333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	15.00	NA	11.799251	11.414388	12.226072	11.545855	13.148374	8.244771	6.068587	6.375890
MB-6182	0	4.04200	High	NO	5	Positve	GAIN	1	56.47	208.8000000	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	21.00	NA	13.730486	5.792573	11.205966	7.074731	11.031127	5.437088	5.718392	5.943499
MB-6183	0	3.03600	High	NO	5	Positve	NEUTRAL	8	66.24	79.1333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	1	10.542850	10.938215	12.044330	10.852930	12.974782	7.356899	5.507373	6.480037
MB-6184	9	6.10000	High	YES	5	Positve	NEUTRAL	2	35.02	185.7000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	50.00	NA	8.883353	10.396602	11.838085	9.529481	11.538170	6.760584	6.564861	6.373523
MB-6185	0	2.03200	Low	NO	5	Positve	NEUTRAL	3	75.44	197.7333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	16.00	NA	10.498872	12.136987	11.853944	10.522961	12.647031	5.904788	5.661834	6.339159
MB-6187	0	4.15800	Low	NO	5	Positve	GAIN	4ER+	70.35	37.7666667	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	79.00	NA	10.406046	8.767143	10.343505	9.019349	10.873333	5.966457	5.736939	6.188211
MB-6188	11	6.05600	High	NO	5	Negative	GAIN	10	41.92	23.7666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	28.00	NA	10.153387	6.209859	7.431683	9.104894	7.096981	5.441398	5.694430	6.919950
MB-6189	0	3.08400	Moderate	NO	5	Positve	NEUTRAL	7	56.25	240.2000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	42.00	2	10.038181	11.720624	12.156898	11.283213	12.665875	6.510299	5.710576	6.610411
MB-6190	3	4.05600	High	NO	5	Positve	NEUTRAL	4ER+	79.24	24.6333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	28.00	NA	10.709960	12.316341	12.485770	12.101354	12.316703	5.534680	5.795685	6.223070
MB-6192	2	4.07000	High	NO	5	Positve	NEUTRAL	6	78.45	42.6333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	35.00	NA	9.250729	11.727253	10.923755	9.725341	11.605913	9.477412	5.992362	6.100027
MB-6194	9	5.05000	High	YES	5	Negative	NEUTRAL	4ER-	44.51	52.4666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	25.00	2	10.632857	7.698423	11.143789	8.778101	11.113228	6.630235	6.148656	6.221781
MB-6195	0	3.04600	High	NO	5	Positve	NEUTRAL	3	66.01	202.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	23.00	NA	10.254817	10.620564	11.644102	10.729816	12.189260	5.151412	5.843940	6.144830
MB-6200	1	5.06000	High	NO	5	Positve	NEUTRAL	9	65.52	30.0666667	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	NA	10.245183	10.827146	11.155623	9.679944	12.056283	5.460431	5.889840	5.805142
MB-6201	0	3.02000	High	NO	5	Positve	NEUTRAL	9	79.20	222.7000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	10.00	1	10.713383	11.091142	11.253789	10.460581	11.945636	6.950071	6.170465	6.449135
MB-6204	0	4.04600	High	NO	5	Positve	NEUTRAL	4ER+	41.08	56.7666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	NA	9.712356	9.811758	11.065549	9.310310	11.106948	7.963839	6.742034	6.501971
MB-6207	0	3.03000	High	NO	5	Positve	NEUTRAL	8	80.76	118.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.00	NA	10.039487	11.371453	11.301891	10.305730	11.085256	5.577879	5.868216	6.651442
MB-6208	2	4.04000	High	NO	5	Positve	NEUTRAL	3	56.93	221.2000000	LIVING	Normal	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	2	10.551585	11.001747	11.530541	9.466225	12.603055	5.639647	5.756034	5.817353
MB-6211	0	3.04600	High	NO	5	Positve	NEUTRAL	8	82.10	42.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	23.00	NA	10.829261	11.558452	11.771381	9.770687	11.951829	7.716744	5.678869	5.952940
MB-6212	0	3.03000	High	NO	5	Positve	NEUTRAL	7	61.81	224.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast	Negative	Positive	2	15.00	1	10.060722	11.720822	11.494327	10.147003	12.624759	6.324464	5.476758	6.606875
MB-6213	NA	3.04400	High	NO	5	Positve	NEUTRAL	7	60.75	203.5333333	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	22.00	NA	11.051469	12.183350	12.448117	10.392780	12.941593	8.163964	5.394898	6.504758
MB-6214	1	4.04000	High	NO	5	Positve	NEUTRAL	3	74.43	174.5000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	NA	10.726517	11.442071	12.184426	10.138492	12.598292	7.130173	5.900767	6.455712
MB-6217	3	3.00000	Moderate	YES	5	Negative	GAIN	9	47.51	211.5333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Mixed Mucinous Carcinoma	Negative	Positive	1	NA	NA	11.494632	10.312296	11.568274	10.679476	12.442291	6.158972	5.655659	6.177842
MB-6218	0	4.04400	High	NO	5	Positve	GAIN	1	49.67	147.7666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	2	11.433917	10.234471	11.637015	9.333580	12.651393	5.504932	5.478910	5.619998
MB-6223	2	5.04000	High	YES	5	Negative	NEUTRAL	10	58.83	221.9333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	2	9.710461	5.795977	10.867313	7.257720	10.464430	5.159478	5.828084	6.311568
MB-6224	31	6.02000	High	YES	5	Negative	GAIN	5	66.94	35.4666667	DECEASED	Her2	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	3	10.00	2	13.070809	5.888504	10.713488	7.450024	11.723514	4.976644	5.390157	5.795380
MB-6225	0	3.03200	High	NO	5	Positve	NEUTRAL	7	68.43	117.8666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	1	10.119068	11.457151	11.523558	10.078699	11.726093	6.773836	5.798916	5.993131
MB-6226	0	3.07400	Moderate	NO	5	Positve	NEUTRAL	8	73.37	35.3666667	DECEASED	Normal	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	37.00	NA	9.901663	10.910055	11.165673	10.528528	12.028756	6.338519	5.956066	6.390925
MB-6228	3	5.04000	Moderate	NO	5	Negative	NEUTRAL	4ER-	37.33	200.1000000	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	NA	9.572469	6.185623	9.775345	6.916430	8.960975	5.763579	5.876084	6.158576
MB-6229	0	2.03000	High	NO	5	Positve	NEUTRAL	8	75.33	0.1000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	15.00	1	10.672935	10.806708	11.819178	11.252652	12.393143	6.470783	5.710960	6.250969
MB-6230	NA	5.04200	High	NO	5	Positve	NEUTRAL	3	52.95	74.8000000	DECEASED	LumA	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.00	NA	10.383976	10.086134	12.042664	11.421163	12.650857	6.141761	6.092679	6.117881
MB-6231	0	4.04000	High	NO	5	Positve	LOSS	3	77.96	72.5666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	NA	10.482344	10.916592	11.411218	9.763051	12.684703	5.778535	5.625947	5.948532
MB-6232	4	5.06000	High	NO	5	Positve	NEUTRAL	3	71.22	85.0000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	30.00	2	10.447805	11.538680	11.916438	10.780191	12.391002	6.507827	5.506552	6.304797
MB-6233	0	2.04000	High	NO	5	Positve	NEUTRAL	8	70.65	201.1666667	LIVING	LumB	ER+/HER2- Low Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	20.00	1	9.987536	12.076626	11.565130	9.639720	12.191140	7.324950	5.539961	6.268109
MB-6234	0	3.00000	Moderate	NO	5	Positve	NEUTRAL	4ER+	66.35	213.3666667	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	NA	NA	10.695930	10.801931	11.251508	10.569577	11.758685	6.603785	5.790894	5.957729
MB-6237	0	4.04000	High	NO	5	Negative	GAIN	10	75.62	105.2000000	DECEASED	Basal	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	1	10.381719	5.538551	5.908382	5.832035	6.297938	5.470697	5.752296	6.440667
MB-6238	0	3.05800	High	NO	5	Positve	NEUTRAL	7	84.87	172.9666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	29.00	NA	11.246456	11.478661	11.676768	10.976744	12.837858	6.567255	5.828685	6.233335
MB-6239	6	5.04000	High	YES	5	Positve	NEUTRAL	8	52.84	200.3333333	LIVING	Normal	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	20.00	2	9.686122	10.455083	11.310479	10.601751	12.760481	8.149034	5.671279	6.494910
MB-6242	8	6.11000	High	YES	5	Negative	NEUTRAL	10	41.29	165.4333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	55.00	NA	9.749658	6.312910	7.762925	7.822084	5.935509	5.351248	6.506572	5.928659
MB-6245	0	4.04000	High	NO	5	Negative	NEUTRAL	10	47.01	177.6333333	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	NA	8.555148	5.624839	5.823798	6.004917	7.621493	5.495133	5.544550	6.463187
MB-6246	2	5.06000	High	YES	5	Negative	GAIN	5	58.39	52.9000000	DECEASED	Her2	HER2+	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	30.00	NA	14.464282	7.943913	11.691176	9.830899	11.656878	5.384026	5.426598	5.623260
MB-6248	1	5.11000	High	YES	5	Negative	NEUTRAL	10	51.22	182.8333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	55.00	NA	10.227629	5.717242	8.544363	6.921990	9.460012	5.367314	6.055021	6.724492
MB-6251	1	5.06000	High	YES	5	Negative	LOSS	10	48.59	14.7000000	DECEASED	Basal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	2	10.212125	5.621742	5.743388	6.633440	8.031706	5.425291	5.598071	5.594587
MB-6253	0	2.02200	High	NO	5	Positve	NEUTRAL	8	62.90	194.3666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	1	11.00	NA	10.650714	12.295359	11.795908	10.744402	12.901271	6.961444	5.835175	6.129930
MB-6254	0	3.14200	Moderate	NO	5	Positve	NEUTRAL	2	78.69	60.9000000	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Mixed Mucinous Carcinoma	Negative	Positive	2	71.00	NA	9.036378	11.514073	12.267656	11.410032	13.066943	6.009139	5.678367	5.821699
MB-6256	0	2.02800	High	NO	5	Positve	NEUTRAL	3	67.33	127.8333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	14.00	NA	9.868228	11.652569	12.283221	11.285737	11.960468	7.322444	5.916962	6.165747
MB-6257	0	4.03200	High	NO	5	Positve	NEUTRAL	8	49.38	91.0000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	16.00	NA	10.408882	10.330202	12.253527	11.309805	12.012934	8.562345	5.653045	6.351811
MB-6263	8	5.04800	Moderate	NO	5	Positve	NEUTRAL	4ER+	79.42	75.8666667	LIVING	LumA	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	24.00	NA	9.534096	10.350215	11.303847	10.899898	11.713238	5.499949	5.813207	5.980900
MB-6271	0	3.05000	High	NO	5	Positve	LOSS	7	64.40	157.7333333	LIVING	LumA	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	NA	10.820425	12.308602	12.356097	11.777349	12.502254	5.356238	5.675039	5.802063
MB-6272	3	5.00000	Low	YES	5	Negative	NEUTRAL	10	36.93	22.4000000	DECEASED	claudin-low	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	NA	NA	10.298811	5.741627	5.984300	6.121951	6.368798	5.291367	5.747574	5.701960
MB-6273	1	4.03200	High	YES	5	Negative	NEUTRAL	3	43.08	189.4333333	LIVING	LumA	NA	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	NA	11.729133	8.684774	11.332517	10.354965	12.817809	6.008211	5.900950	5.955061
MB-6280	1	5.08800	High	YES	5	Negative	NEUTRAL	10	53.68	27.8666667	DECEASED	Basal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	44.00	NA	9.466773	6.051619	6.440992	6.940835	8.733102	5.414866	6.204716	5.958394
MB-6281	7	5.01000	High	NO	5	Positve	NEUTRAL	6	75.10	3.5000000	DECEASED	LumB	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	5.00	NA	10.500460	11.559902	11.683539	12.125680	12.277665	6.456156	6.080691	5.872601
MB-6283	1	5.05000	Low	NO	5	Positve	NEUTRAL	7	73.07	92.4000000	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	3	25.00	NA	10.475869	12.379339	12.238123	11.071084	13.341817	5.878282	5.893508	6.161003
MB-6284	0	3.06000	Moderate	NO	5	Positve	LOSS	9	67.81	88.3333333	DECEASED	LumB	NA	Died of Other Causes	YES	Breast	Negative	Positive	2	30.00	NA	9.552405	10.957023	11.306323	9.573960	11.399119	7.861287	5.446921	6.226352
MB-6286	0	3.04000	Moderate	NO	5	Positve	NEUTRAL	3	85.17	49.5333333	DECEASED	LumA	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	NA	11.405285	11.301809	12.042443	10.854714	13.457435	6.095517	5.775443	6.030855
MB-6287	1	5.07000	Moderate	YES	5	Negative	LOSS	1	58.08	35.2000000	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	35.00	NA	9.932716	11.337754	11.617643	10.298562	12.712933	6.054573	5.661982	5.663999
MB-6288	0	4.04600	High	NO	5	Positve	NEUTRAL	6	74.33	100.3000000	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	NA	9.820345	11.058121	11.751141	11.177328	12.430429	5.884802	5.356256	5.924152
MB-6297	0	3.06000	High	NO	5	Positve	GAIN	8	52.55	170.8666667	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	NA	12.225903	10.982288	11.220298	10.852759	12.204912	5.627228	5.511766	6.443654
MB-6300	1	4.03000	High	NO	5	Positve	NEUTRAL	3	62.92	63.8333333	DECEASED	LumB	NA	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	NA	9.964356	11.844113	11.676471	9.762901	11.498600	7.144295	5.679559	6.263291
MB-6302	5	6.05400	High	NO	5	Positve	NEUTRAL	9	67.78	125.8666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	NA	10.485756	11.407109	11.092318	10.538128	11.782869	5.426069	5.537750	6.227595
MB-6305	3	5.06000	High	YES	5	Negative	GAIN	10	52.85	89.5333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	NA	11.750370	6.227780	8.635053	7.259744	8.980248	5.301378	5.657013	6.383090
MB-6306	0	4.05800	High	NO	5	Positve	GAIN	1	78.22	64.6000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	29.00	NA	11.236156	11.300712	11.528495	10.233366	12.328229	7.113033	5.769123	5.790322
MB-6308	9	5.04600	High	NO	5	Positve	NEUTRAL	8	81.75	151.9333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	23.00	NA	10.965415	11.846585	11.382262	10.566647	12.789867	7.697314	5.387946	6.485240
MB-6312	0	4.07800	High	NO	5	Positve	NEUTRAL	9	85.02	162.7666667	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	39.00	NA	10.880472	11.907387	11.607560	10.558325	12.253656	5.108905	5.700684	6.048790
MB-6314	0	3.02800	High	NO	5	Positve	GAIN	1	68.57	134.8333333	LIVING	Her2	HER2+	Living	NO	Breast Invasive Mixed Mucinous Carcinoma	Positive	Negative	2	14.00	NA	13.637355	10.128997	12.502447	10.767529	11.903197	5.249247	5.938845	6.975344
MB-6317	3	5.10600	Moderate	NO	5	Positve	GAIN	2	86.90	29.2333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	53.00	NA	10.676175	12.045593	12.280200	11.587865	12.470679	7.054679	6.036497	6.350887
MB-6318	0	4.07000	High	NO	5	Positve	NEUTRAL	10	81.37	109.2333333	DECEASED	Her2	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	NA	10.103187	6.098449	10.815230	8.434226	10.967389	5.365653	5.730104	5.815312
MB-6319	6	5.12400	High	YES	5	Negative	NEUTRAL	3	57.90	154.7000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	62.00	NA	9.843878	10.826560	11.313270	10.778471	12.293304	6.693222	6.002702	5.905820
MB-6322	9	5.05000	High	NO	5	Positve	NEUTRAL	4ER+	80.93	80.3666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	25.00	NA	10.346246	10.714730	11.928352	10.344406	11.806318	5.309407	6.043524	6.027137
MB-6327	10	4.12000	High	NO	5	Positve	NEUTRAL	7	76.56	18.2666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Mixed Mucinous Carcinoma	Negative	Negative	1	60.00	NA	8.068929	12.425971	12.371136	11.789316	13.353208	5.632058	5.251784	6.411792
MB-6328	0	2.06000	High	NO	5	Positve	NEUTRAL	2	75.89	126.6666667	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	30.00	NA	10.571315	12.420674	11.639558	10.566299	11.866544	7.534044	5.784594	6.374606
MB-6329	0	4.04600	High	NO	5	Negative	NEUTRAL	9	68.48	81.5000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	NA	9.737601	11.523816	11.729865	9.542421	11.385740	6.451114	5.960086	6.425673
MB-6330	2	4.04000	High	YES	5	Negative	GAIN	4ER-	36.81	140.3333333	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	20.00	NA	13.633926	6.988234	10.882412	7.969622	12.080350	5.403872	5.539562	6.131803
MB-6334	0	4.04200	High	NO	5	Negative	GAIN	9	60.12	128.1000000	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	3	21.00	NA	13.420996	10.743115	11.659187	9.680464	11.680398	5.734081	5.680499	5.529743
MB-6336	18	6.05000	Moderate	YES	5	Negative	NEUTRAL	2	63.22	17.2000000	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	NA	9.453414	5.905320	5.992834	6.597529	7.580587	5.255342	6.109512	6.404586
MB-6337	14	6.11000	High	YES	5	Negative	GAIN	5	58.25	110.8666667	DECEASED	Basal	HER2+	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	55.00	NA	14.464282	6.317220	10.401842	7.025165	11.110112	5.458233	6.192668	6.319477
MB-6344	0	3.12000	Moderate	NO	5	Positve	NEUTRAL	1	82.00	152.9333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	60.00	NA	10.542982	11.770033	11.449055	10.014942	11.459069	5.485174	5.586140	5.997429
MB-6346	0	3.04400	High	NO	5	Positve	NEUTRAL	8	63.20	281.5000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Mixed Mucinous Carcinoma	Negative	Positive	2	22.00	2	10.623396	11.717617	11.772506	10.425506	12.722197	5.815838	5.934635	5.949808
MB-6358	0	3.05000	High	NO	5	Positve	GAIN	5	57.77	37.8666667	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Positive	Negative	2	25.00	NA	14.200950	7.665933	11.583826	9.634916	11.597497	5.272237	5.531641	6.253230
MB-6359	0	3.04400	NA	NO	5	Positve	NEUTRAL	6	73.42	85.0333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	22.00	NA	11.245440	10.461917	11.483766	11.779152	11.337288	5.286479	6.233057	6.293295
MB-6363	7	6.05000	Moderate	YES	5	Negative	GAIN	5	60.77	16.7000000	DECEASED	Basal	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	25.00	NA	14.417727	7.287695	11.288168	9.710769	13.160784	5.527459	5.597501	6.366200
MB-7000	1	4.02200	Moderate	NO	4	Positve	GAIN	1	69.28	97.4000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast	Negative	Positive	2	11.00	NA	11.530631	11.911544	11.993427	11.096979	12.390142	6.148836	5.765084	6.402629
MB-7001	0	3.02000	High	NO	4	Positve	GAIN	5	72.71	102.7000000	LIVING	LumA	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	10.00	NA	13.190658	11.368381	11.660414	10.208819	11.486098	5.281867	5.816496	6.404392
MB-7002	0	3.03200	Moderate	NO	4	Positve	LOSS	4ER+	74.52	57.9333333	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	NA	9.736102	11.002685	11.624270	10.504387	12.719125	5.958359	5.679215	5.959153
MB-7003	2	4.05400	Low	NO	4	Positve	NEUTRAL	3	50.44	91.2333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	27.00	NA	9.282296	9.403505	10.876832	9.448862	11.262241	7.246120	5.473823	5.866547
MB-7004	4	5.06000	Moderate	NO	4	Positve	NEUTRAL	8	74.20	50.4666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	2	30.00	NA	10.165342	12.076691	11.809870	10.803235	12.642865	5.186363	5.269307	6.812278
MB-7005	2	3.05200	High	NO	4	Positve	NEUTRAL	8	70.84	45.3333333	LIVING	LumB	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	1	26.00	NA	10.001132	11.009091	11.493118	10.469038	11.977072	5.353316	5.439507	5.942035
MB-7006	1	3.03800	Low	NO	4	Positve	NEUTRAL	3	58.80	109.9333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	19.00	NA	10.848376	10.854288	11.932140	11.468653	12.313318	5.856461	5.714294	6.415653
MB-7007	1	5.03400	High	YES	4	Negative	GAIN	10	54.44	58.6000000	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.00	NA	12.053929	5.492860	10.059695	6.753179	8.492129	5.253025	5.993409	5.740896
MB-7008	0	4.04800	High	NO	4	Negative	NEUTRAL	4ER-	69.94	50.9000000	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	24.00	NA	9.423641	6.038520	10.953964	6.698874	10.745672	5.235787	5.964893	5.827526
MB-7009	2	5.05400	High	YES	4	Negative	NEUTRAL	10	68.28	54.7666667	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	NA	9.067483	5.620065	5.464245	6.065300	7.799322	5.274465	5.747457	6.991663
MB-7010	0	2.04600	Moderate	NO	4	Positve	NEUTRAL	7	70.25	74.0333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	23.00	NA	10.638720	11.543809	12.415472	10.617959	12.003960	6.654761	5.864725	6.317701
MB-7011	0	4.08000	Moderate	NO	4	Positve	GAIN	9	68.90	70.0666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	40.00	NA	9.665726	11.299721	10.805092	9.367957	10.860090	5.943894	5.740440	6.896587
MB-7012	0	4.04000	High	YES	4	Negative	NEUTRAL	10	60.96	19.8333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	NA	9.601736	5.598269	6.540319	6.941321	7.213118	5.176400	5.680923	5.512119
MB-7013	0	2.03600	High	NO	4	Positve	NEUTRAL	8	30.53	46.4333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	18.00	NA	10.926543	11.365785	11.864834	9.900892	12.184764	9.592426	5.871528	6.047221
MB-7014	1	5.03800	High	NO	4	Positve	NEUTRAL	1	67.57	68.7000000	LIVING	Basal	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	19.00	NA	9.812892	9.615731	11.272571	9.823870	11.049770	7.711635	5.716287	5.638033
MB-7015	0	4.05000	High	NO	4	Positve	NEUTRAL	8	63.79	78.1666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	NA	10.379336	10.835204	11.824718	10.463763	11.926877	7.668876	5.855798	6.284057
MB-7017	1	5.05400	High	YES	4	Negative	NEUTRAL	10	36.63	135.3333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	3	27.00	NA	9.713956	5.585191	5.620239	5.874682	6.788142	5.124677	5.905244	6.498637
MB-7018	3	4.08000	Moderate	YES	4	Negative	NEUTRAL	9	72.12	86.5333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	40.00	NA	10.493040	9.308554	11.096704	9.815720	11.246329	5.338676	5.876262	5.988330
MB-7019	0	3.04200	Moderate	NO	4	Positve	NEUTRAL	3	68.44	80.7333333	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.00	NA	9.923055	10.680096	11.327483	9.908148	11.429214	6.877889	5.773829	6.569363
MB-7020	2	5.05400	Moderate	YES	4	Negative	GAIN	5	44.47	71.6333333	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	27.00	NA	14.187090	6.036000	10.910359	6.789899	11.351769	5.524335	5.570029	6.775076
MB-7022	0	3.06800	High	NO	4	Positve	NEUTRAL	8	70.61	85.5000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	34.00	NA	10.875644	9.994956	11.644361	9.963340	12.094171	7.926997	5.809964	6.661595
MB-7023	2	5.08000	High	YES	4	Negative	NEUTRAL	10	66.66	27.9666667	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	NA	8.558481	5.722789	6.419635	6.052484	7.575132	5.260003	6.367825	6.750221
MB-7024	0	4.03600	High	NO	4	Positve	NEUTRAL	1	54.92	70.2666667	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	NA	10.080851	11.504881	11.134198	9.854724	10.982258	5.534578	5.955470	6.248126
MB-7025	0	4.02600	High	NO	4	Negative	NEUTRAL	4ER-	65.22	80.2333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	13.00	NA	8.414278	5.898722	5.521796	6.424478	7.040935	5.483256	6.000369	6.238983
MB-7026	1	4.05200	Moderate	NO	4	Positve	GAIN	3	35.27	111.7000000	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	26.00	NA	10.485580	8.486104	11.266380	9.397793	11.678505	7.546858	5.918609	6.476998
MB-7027	12	6.03000	Moderate	YES	4	Negative	GAIN	5	60.56	36.9666667	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	15.00	NA	13.120601	6.128589	9.471868	6.661715	9.122351	5.253803	6.036944	6.555876
MB-7028	2	4.05600	High	NO	4	Positve	NEUTRAL	1	65.94	89.8000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	28.00	NA	11.083943	10.744179	11.468595	10.240032	12.137283	5.543169	5.856132	6.238787
MB-7029	0	2.04600	Moderate	NO	4	Positve	LOSS	4ER+	43.45	76.8666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	23.00	NA	9.497690	10.353082	11.415635	10.051379	11.862903	6.853218	6.008553	6.234813
MB-7030	1	4.10000	Low	NO	4	Positve	NEUTRAL	4ER+	74.21	31.3333333	DECEASED	Basal	ER-/HER2-	Died of Other Causes	YES	Breast	Negative	Negative	2	50.00	NA	10.030603	6.192748	6.251026	6.343169	6.423873	4.969329	5.523130	7.290813
MB-7031	1	5.08000	High	YES	4	Negative	NEUTRAL	10	60.58	85.3666667	LIVING	Basal	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	NA	10.595964	7.139756	6.536475	8.171951	7.184594	5.413237	5.971588	7.261916
MB-7032	0	2.04600	Moderate	NO	4	Positve	NEUTRAL	3	79.36	71.4666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Invasive Breast Carcinoma	Negative	Positive	1	23.00	NA	10.590015	11.154338	11.884908	11.185349	12.187902	6.114959	6.212620	6.204028
MB-7034	0	3.08600	Moderate	NO	4	Positve	NEUTRAL	3	78.73	75.1000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	43.00	NA	9.127968	11.354815	12.324385	11.508646	12.224137	6.133753	5.977119	6.515011
MB-7035	13	6.10000	Moderate	YES	4	Negative	GAIN	5	45.30	32.0666667	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	50.00	NA	14.464282	7.613680	10.932468	8.777749	12.030420	5.578822	5.997179	6.290701
MB-7036	2	5.03600	High	YES	4	Negative	NEUTRAL	10	54.48	120.4333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	NA	9.215879	5.471335	5.554714	7.117874	8.451194	5.351776	5.854512	7.147039
MB-7037	0	2.03000	Moderate	NO	4	Positve	NEUTRAL	8	68.74	86.4000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	15.00	NA	11.426475	12.071669	12.451932	10.461141	12.745808	7.568347	5.730727	5.937311
MB-7038	1	5.04400	High	YES	4	Negative	NEUTRAL	10	57.62	81.0333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	22.00	NA	9.275881	5.971093	6.546687	5.981291	7.187655	5.395047	5.719397	6.003561
MB-7039	1	4.12400	Moderate	NO	4	Positve	NEUTRAL	4ER+	78.19	49.2000000	DECEASED	Basal	ER-/HER2-	Died of Disease	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	62.00	NA	9.868182	7.402833	11.319167	8.729109	9.680087	5.481030	5.569571	6.569885
MB-7040	1	4.04400	Moderate	NO	4	Positve	NEUTRAL	4ER+	81.32	71.8333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	22.00	NA	10.585908	11.335264	11.969555	10.699974	11.993836	5.698578	5.699292	6.235442
MB-7041	0	1.05000	Moderate	NO	4	Positve	NEUTRAL	3	79.48	101.9666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	NA	25.00	NA	9.792989	11.638156	11.701012	10.198388	12.563879	6.858599	5.733502	6.062583
MB-7042	1	3.05200	Moderate	NO	4	Positve	NEUTRAL	8	61.72	88.5000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	26.00	NA	10.356503	10.230958	11.400801	9.937879	12.071018	6.498182	5.747687	6.694589
MB-7043	0	4.03600	High	NO	4	Positve	NEUTRAL	4ER+	72.65	91.5333333	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	18.00	NA	9.495638	8.824301	10.479795	8.434573	10.388746	6.238410	5.913824	5.961446
MB-7044	0	3.03000	Low	NO	4	Positve	NEUTRAL	4ER+	67.24	86.8333333	LIVING	claudin-low	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	NA	9.658109	9.246556	9.775797	8.143903	10.467894	5.985336	5.613402	6.269593
MB-7045	0	3.04000	High	NO	4	Negative	NEUTRAL	4ER-	61.39	94.9333333	DECEASED	Her2	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	NA	9.603594	5.903612	10.863089	6.303936	11.636422	5.174215	5.706339	5.413522
MB-7046	0	3.04600	Moderate	NO	4	Positve	GAIN	6	76.02	146.4000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	23.00	NA	13.029625	11.293989	11.646385	9.731603	11.294648	5.276261	5.831081	6.949222
MB-7048	0	3.02800	High	NO	4	Positve	NEUTRAL	1	36.27	88.4666667	LIVING	Her2	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	14.00	NA	11.365870	9.705877	11.140386	10.132544	11.168770	5.589484	5.632878	6.445040
MB-7049	0	4.03600	High	NO	4	Negative	NEUTRAL	4ER-	48.75	102.0333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	NA	9.894082	6.470525	7.846611	5.705321	7.216785	5.185560	6.074956	7.059333
MB-7050	1	4.04500	Moderate	YES	4	Positve	GAIN	5	64.99	65.1333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Positive	2	22.50	NA	14.153515	11.035731	11.912644	9.299020	11.126725	6.579805	6.098909	5.353103
MB-7051	0	3.04000	High	NO	4	Positve	NEUTRAL	6	63.44	85.9333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	NA	10.752034	11.177373	11.493680	10.084140	10.007132	5.289198	6.261915	6.391812
MB-7052	0	4.03580	High	NO	4	Negative	NEUTRAL	9	45.45	106.1333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.90	NA	9.477725	5.661721	5.748581	6.820917	5.845648	5.266364	5.925144	7.414599
MB-7053	0	4.02900	High	NO	4	Positve	NEUTRAL	4ER+	45.64	122.1333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	14.50	NA	10.611306	9.371555	11.167143	10.108041	11.605695	8.045266	5.850667	5.531175
MB-7054	2	5.02560	Low	YES	4	Positve	NEUTRAL	10	73.74	30.4333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	3	12.80	NA	10.593802	7.350233	5.454200	5.554163	6.165125	5.976007	5.814204	6.915294
MB-7055	0	4.05200	Low	NO	4	Negative	NEUTRAL	10	54.87	9.1333333	DECEASED	Basal	NA	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	26.00	NA	10.296154	5.882644	11.341389	5.662751	10.162107	5.516223	6.261625	5.494876
MB-7056	7	5.04200	Moderate	NO	4	Positve	NEUTRAL	3	71.82	117.0000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.00	NA	11.671862	10.720875	11.898910	10.075339	11.973550	7.230713	6.029488	6.033491
MB-7057	2	4.04400	High	YES	4	Negative	NEUTRAL	4ER-	72.81	43.8333333	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	22.00	NA	10.455275	7.198638	11.790899	9.780491	11.983791	5.352919	5.709594	6.107780
MB-7058	4	3.05400	Moderate	NO	4	Positve	NEUTRAL	3	45.81	122.5000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	27.00	NA	11.299892	9.036738	11.505221	9.479927	12.346196	6.768040	5.823656	6.312803
MB-7059	23	6.04800	High	YES	4	Negative	GAIN	5	50.55	119.3333333	LIVING	Her2	HER2+	Living	YES	Invasive Breast Carcinoma	Positive	Negative	3	24.00	NA	13.772346	6.120164	11.680656	8.978161	11.932666	5.310058	5.885827	5.498178
MB-7060	6	4.10000	High	NO	4	Positve	LOSS	3	69.25	112.6666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	1	50.00	NA	10.688201	10.394976	12.277855	11.760515	12.726411	5.278192	6.585601	5.896175
MB-7061	0	3.04000	Moderate	NO	4	Positve	NEUTRAL	4ER+	61.60	96.7666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	NA	11.000707	11.334254	11.052029	9.817011	10.593041	5.590577	6.073069	6.114942
MB-7062	1	3.03200	High	NO	4	Positve	NEUTRAL	3	63.77	95.8666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	16.00	NA	10.278280	10.066241	11.521026	9.750372	11.921440	7.113941	6.159998	5.985174
MB-7063	0	4.04000	High	NO	4	Positve	NEUTRAL	3	76.77	86.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	20.00	NA	9.871965	11.875919	11.540093	10.329739	12.218980	6.621604	5.818814	6.228073
MB-7065	0	3.03800	Moderate	NO	4	Positve	NEUTRAL	9	45.35	107.8666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	19.00	NA	9.755513	12.012326	12.199658	11.116870	12.446316	6.838434	5.592460	6.024414
MB-7066	1	5.03700	Low	YES	4	Negative	GAIN	3	64.24	89.7666667	LIVING	Her2	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.50	NA	11.959535	6.642512	11.670467	7.828442	12.104218	5.483579	6.227572	6.718117
MB-7067	0	3.03100	Low	NO	4	Negative	GAIN	5	69.64	105.0000000	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	2	15.50	NA	14.272602	5.729747	10.542758	7.701492	10.777870	5.089625	5.530358	6.717345
MB-7068	0	4.05200	High	NO	4	Positve	GAIN	9	58.95	98.4666667	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	26.00	NA	13.804425	8.644493	11.457946	9.156294	10.146743	5.402134	6.144338	6.267610
MB-7069	0	4.04300	Moderate	NO	4	Positve	GAIN	5	67.60	114.6000000	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	21.50	NA	13.308283	6.217980	11.425224	8.479923	11.389698	5.277199	5.836863	5.646962
MB-7070	2	5.00400	High	NO	4	Positve	GAIN	9	68.76	108.0666667	LIVING	Her2	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	2.00	NA	11.849002	8.969704	11.205058	9.123190	10.761824	6.519225	5.995486	6.595704
MB-7071	0	4.03600	Moderate	NO	4	Positve	NEUTRAL	3	27.56	102.0666667	LIVING	Her2	ER+/HER2- High Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	3	18.00	NA	10.805694	8.764507	11.427885	8.682782	11.136067	6.447111	5.986051	5.975112
MB-7072	14	5.13000	Moderate	NO	4	Positve	GAIN	1	71.24	52.3333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	65.00	NA	11.142600	10.199026	11.248875	10.209537	11.547286	6.542778	6.172569	6.133365
MB-7073	13	6.04000	High	YES	4	Negative	GAIN	5	54.69	137.9333333	DECEASED	Basal	HER2+	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	NA	14.464282	5.596089	10.785064	7.185514	10.779883	5.321867	6.355945	5.623474
MB-7074	0	2.03600	Low	NO	4	Positve	NEUTRAL	4ER+	51.36	108.1666667	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	1	18.00	NA	11.151015	8.910839	11.820437	10.290449	11.943185	5.533391	5.782925	5.967800
MB-7075	0	3.03200	High	NO	4	Positve	GAIN	1	64.40	111.6333333	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Negative	2	16.00	NA	11.898462	11.078613	12.097205	11.033745	12.811032	5.341208	5.995486	5.386387
MB-7076	0	3.04400	Moderate	NO	4	Positve	NEUTRAL	7	56.13	142.6666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	22.00	NA	9.569982	11.862526	12.399572	10.881979	12.720078	9.521974	6.175984	6.317670
MB-7077	5	5.03400	High	NO	4	Positve	NEUTRAL	3	37.89	101.2666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	17.00	NA	11.288885	8.858778	11.373207	10.118281	12.161025	7.172990	5.970568	6.119395
MB-7078	0	4.10000	Moderate	NO	4	Negative	NEUTRAL	10	74.80	4.1666667	DECEASED	claudin-low	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	50.00	NA	6.372949	5.457747	5.361043	5.782171	9.229021	5.311108	6.346357	6.727605
MB-7079	1	4.06000	Low	NO	4	Positve	NEUTRAL	4ER+	70.30	91.0666667	LIVING	claudin-low	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	NA	9.516378	8.832578	10.005087	8.704075	10.781615	5.445341	5.861127	6.316796
MB-7080	0	2.03400	High	NO	4	Positve	NEUTRAL	8	64.01	91.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	17.00	NA	10.697159	10.318265	11.661978	10.608968	12.296796	7.506288	5.758164	6.288155
MB-7081	0	4.05600	Moderate	NO	4	Negative	NEUTRAL	10	69.12	140.2333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	28.00	NA	9.672530	5.883102	5.421041	6.298189	6.902546	5.031059	6.152749	6.495021
MB-7082	1	5.04000	High	YES	4	Negative	GAIN	5	57.07	98.2666667	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	NA	14.464282	5.588818	11.826367	9.135579	11.978278	5.170704	5.796882	6.229262
MB-7083	0	3.05200	NA	YES	4	Positve	NEUTRAL	9	50.42	105.4666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	26.00	NA	10.501715	10.689355	11.588550	10.762391	12.967842	5.754003	5.763772	5.770509
MB-7084	0	4.12000	High	NO	4	Negative	GAIN	10	74.07	116.5333333	LIVING	Basal	ER-/HER2-	Living	NO	Invasive Breast Carcinoma	Positive	Negative	3	60.00	NA	12.704364	5.541781	5.525877	5.502185	5.668946	5.392061	5.928166	5.897198
MB-7085	3	4.06000	Low	NO	4	Positve	NEUTRAL	7	60.50	110.1000000	LIVING	Normal	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	NA	10.674605	9.532310	11.593162	10.452103	11.154844	7.476474	5.542115	6.138683
MB-7086	2	4.03600	High	NO	4	Positve	NEUTRAL	9	70.52	123.5333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	2	18.00	NA	10.455145	12.320814	11.371384	10.093794	11.829502	6.331182	6.387878	6.096513
MB-7087	3	5.02800	High	YES	4	Negative	NEUTRAL	10	66.61	5.0666667	DECEASED	Basal	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	14.00	NA	9.673931	7.483953	7.745045	8.869547	6.357784	5.220152	6.712562	6.721559
MB-7088	2	5.05000	Moderate	NO	4	Positve	GAIN	5	72.05	123.5333333	LIVING	Her2	HER2+	Living	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	25.00	NA	13.975314	8.007713	11.509000	9.988703	11.050871	5.179631	5.994651	6.693671
MB-7089	1	5.03600	Moderate	YES	4	Negative	GAIN	10	47.70	118.9000000	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	NA	10.521913	6.468168	7.930589	7.144471	8.229990	5.599877	5.862906	7.183054
MB-7090	3	5.03400	High	YES	4	Negative	NEUTRAL	10	48.52	109.7666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.00	NA	10.080908	6.162095	10.184689	5.818380	10.696909	5.331290	6.424994	5.652831
MB-7091	4	4.03600	High	NO	4	Positve	LOSS	7	55.71	110.2666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	18.00	NA	10.260500	11.021445	12.007969	11.141927	11.790105	5.932305	6.055712	6.143319
MB-7092	0	2.04000	High	NO	4	Negative	NEUTRAL	1	55.67	122.4000000	LIVING	Her2	ER+/HER2- High Prolif	Living	YES	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	20.00	NA	9.627578	10.079183	11.332800	10.391959	12.158306	6.725346	6.443720	6.570911
MB-7093	2	3.03380	Moderate	YES	4	Positve	NEUTRAL	3	76.25	125.8333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	16.90	NA	9.996752	9.654600	11.530679	9.163955	12.137687	7.580829	5.787323	6.016968
MB-7094	0	4.04880	Moderate	NO	4	Positve	NEUTRAL	9	60.75	113.3666667	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	24.40	NA	10.936548	11.469178	11.565146	9.711815	11.563658	6.018621	6.746047	6.273410
MB-7095	0	2.05000	High	NO	4	Positve	NEUTRAL	8	74.64	115.6333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	1	25.00	NA	11.063339	12.286031	11.995550	9.943013	12.383211	5.372314	6.433545	6.447823
MB-7096	1	4.02500	High	NO	4	Positve	NEUTRAL	3	48.27	124.0000000	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	12.50	NA	11.418097	9.975400	11.884564	10.614042	13.105263	7.179231	5.590686	5.853561
MB-7097	2	2.08060	High	YES	4	Positve	NEUTRAL	8	60.09	65.1666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	NA	40.30	NA	10.828171	11.876736	12.270892	9.779115	12.811867	5.296743	6.373077	5.807362
MB-7099	2	4.07600	High	NO	4	Positve	NEUTRAL	9	80.31	163.1666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	38.00	NA	10.266797	11.551308	12.049558	10.829790	11.595256	7.115723	6.264994	6.354428
MB-7100	2	5.05600	High	NO	4	Positve	NEUTRAL	8	70.56	156.3333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	28.00	NA	11.192497	12.234210	12.229104	9.629520	12.004148	9.010217	6.160262	6.770657
MB-7101	0	3.03100	Low	NO	4	Positve	NEUTRAL	3	49.16	124.2666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	2	15.50	NA	10.663059	11.058231	11.711600	10.195583	12.709267	8.015650	5.949165	6.846193
MB-7102	1	3.04000	Moderate	NO	4	Positve	NEUTRAL	3	73.16	104.1000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	1	20.00	NA	8.273461	11.678604	12.256753	11.035645	11.465144	6.498013	5.884095	6.896418
MB-7104	2	5.03800	Moderate	NO	4	Positve	NEUTRAL	6	59.93	122.8333333	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	19.00	NA	9.284197	9.768740	10.230542	9.432941	9.438200	5.308745	6.652062	6.260011
MB-7106	18	4.05800	Low	NO	4	Positve	NEUTRAL	2	80.13	37.5000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	29.00	NA	10.487939	10.169028	11.827260	10.553748	12.188288	6.404218	5.996549	5.721509
MB-7107	3	5.06000	Moderate	NO	4	Positve	NEUTRAL	8	67.85	56.9333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	NA	10.555724	12.148612	12.069354	11.247252	12.807736	5.339741	6.140016	6.335250
MB-7109	16	6.03800	High	NO	4	Positve	GAIN	2	67.27	117.5333333	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	19.00	NA	10.427628	12.014892	12.015958	10.649691	13.541009	6.733206	6.177552	6.040690
MB-7111	5	6.10000	Moderate	NO	4	Positve	NEUTRAL	1	52.12	30.1666667	DECEASED	Basal	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	50.00	NA	9.343783	9.071512	10.925914	9.488748	10.644592	7.333815	6.744969	6.308771
MB-7112	0	4.08000	Low	YES	4	Positve	NEUTRAL	2	40.74	64.7000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	40.00	NA	9.679663	10.077376	11.405882	9.953957	10.797015	6.715043	5.837476	6.580999
MB-7113	0	2.02000	Moderate	NO	4	Positve	NEUTRAL	7	66.04	136.7000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	1	10.00	NA	10.576447	11.065604	11.993584	9.905022	11.534667	8.215235	6.009861	6.934260
MB-7114	0	4.03200	High	NO	4	Negative	NEUTRAL	10	55.57	123.2666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	16.00	NA	8.810199	5.832721	5.415026	6.437847	8.055925	5.484804	5.864403	5.570822
MB-7116	1	4.08000	High	NO	4	Positve	NEUTRAL	8	77.17	33.3666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	40.00	NA	9.934763	10.598636	10.955781	10.991648	11.974818	5.564133	5.852908	6.040594
MB-7119	2	5.04600	High	YES	4	Negative	NEUTRAL	10	54.53	128.3666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	23.00	NA	9.687247	5.699719	7.378637	8.352543	8.171250	5.302202	5.944076	5.838955
MB-7121	4	6.07600	Low	YES	4	Negative	NEUTRAL	10	49.02	88.8333333	DECEASED	claudin-low	ER-/HER2-	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	38.00	NA	10.061764	6.012009	6.433260	7.507991	7.153353	5.253137	5.677709	5.817171
MB-7122	1	5.06000	Moderate	NO	4	Positve	NEUTRAL	4ER+	83.39	29.9000000	DECEASED	Basal	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	NA	10.938856	8.471158	11.265505	9.770081	11.378789	5.548809	5.793661	6.300617
MB-7127	0	3.03800	Moderate	NO	4	Positve	NEUTRAL	9	52.43	135.3333333	LIVING	Normal	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	19.00	NA	9.939834	10.711709	11.888631	10.090023	12.113053	6.729812	5.480693	6.479841
MB-7128	0	3.04200	High	NO	4	Positve	GAIN	5	71.05	60.2666667	DECEASED	LumA	HER2+	Died of Other Causes	NO	Invasive Breast Carcinoma	Positive	Positive	2	21.00	NA	13.698862	11.169033	11.689920	9.670856	11.558554	6.658644	5.971789	5.806975
MB-7130	3	5.06200	High	NO	4	Positve	GAIN	9	72.28	102.9666667	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	31.00	NA	11.970866	12.216721	11.761187	10.026752	12.693459	5.518144	5.919727	6.246908
MB-7131	1	5.04200	Moderate	NO	4	Positve	NEUTRAL	8	58.04	134.7333333	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	21.00	NA	10.630053	12.406093	12.426851	10.333668	12.841757	5.251608	5.723749	6.650883
MB-7132	0	3.03800	Moderate	NO	4	Positve	NEUTRAL	7	69.06	131.6000000	LIVING	LumB	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	19.00	NA	10.140363	12.000675	11.670467	10.301800	12.455593	8.579244	5.953498	6.606125
MB-7133	2	5.03600	High	NO	4	Positve	NEUTRAL	1	71.41	23.8333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	3	18.00	NA	10.486243	9.963847	11.304980	10.360905	11.840719	5.446796	5.910851	5.592907
MB-7135	16	6.05200	Low	YES	4	Negative	GAIN	5	56.93	26.7333333	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	26.00	NA	14.264465	6.520096	12.253680	8.275139	12.440814	5.209053	5.790756	7.121518
MB-7137	0	2.04200	Moderate	NO	4	Positve	NEUTRAL	4ER+	64.24	179.8000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	NA	21.00	NA	10.092578	10.893664	11.883777	11.314498	12.881611	5.630021	5.753912	6.086982
MB-7138	0	4.04400	High	NO	4	Positve	NEUTRAL	8	68.16	123.0000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	22.00	NA	9.650139	12.008010	12.625458	10.301604	12.905623	9.508301	5.950147	5.914555
MB-7140	5	6.12000	Moderate	NO	4	Positve	NEUTRAL	8	58.27	90.8000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	60.00	NA	10.359953	12.185732	12.685885	11.959238	12.736419	5.462241	6.031962	7.095324
MB-7143	0	4.06800	High	NO	4	Negative	GAIN	5	61.38	186.3666667	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	34.00	NA	14.045119	5.790017	11.429854	8.544284	12.128206	5.297326	5.556414	5.319542
MB-7144	0	4.04500	High	NO	4	Positve	NEUTRAL	8	59.34	102.6333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	22.50	NA	10.715103	11.480127	11.062690	10.227376	11.996500	5.923635	5.852579	6.280574
MB-7145	2	5.05000	High	YES	4	Negative	NEUTRAL	10	44.42	138.3333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	NA	9.075666	6.275827	6.391021	6.467265	6.522388	5.328977	6.569943	5.840449
MB-7147	0	4.06000	High	NO	4	Positve	NEUTRAL	6	76.98	168.6000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	30.00	NA	8.833977	11.211510	10.891232	10.949549	11.057431	7.013148	5.769364	6.742973
MB-7148	NA	6.26000	Low	YES	4	Positve	NEUTRAL	8	62.97	19.0000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Disease	YES	Invasive Breast Carcinoma	Negative	Positive	3	130.00	NA	11.277615	12.419260	12.531183	10.831850	12.662261	5.882424	5.455193	6.531490
MB-7149	14	6.10000	Moderate	NO	4	Positve	NEUTRAL	9	66.52	44.6333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	50.00	NA	11.226925	11.882707	11.438823	10.898584	11.876899	5.538463	5.420181	5.921707
MB-7150	0	4.07400	High	NO	4	Positve	NEUTRAL	3	70.88	128.9666667	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	37.00	NA	10.466905	11.086177	11.573368	10.339043	12.124606	5.458735	6.504587	6.759840
MB-7151	0	4.04200	High	NO	4	Positve	NEUTRAL	10	59.06	144.4333333	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	21.00	NA	12.180993	5.470850	6.834176	8.201313	6.290479	5.448173	6.220471	5.550497
MB-7152	0	4.03600	High	NO	4	Positve	GAIN	9	62.13	195.8000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	18.00	NA	11.569742	11.756890	11.302062	9.808926	12.203953	5.395308	5.981690	6.445146
MB-7153	0	3.05000	High	NO	4	Positve	NEUTRAL	8	74.11	142.8000000	LIVING	Her2	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	NA	11.291532	8.461195	12.861941	9.376885	12.855715	5.394928	5.708436	7.030411
MB-7154	0	4.06520	High	NO	4	Negative	NEUTRAL	10	77.54	108.4666667	DECEASED	Basal	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	32.60	NA	10.290869	6.897489	6.295357	6.996241	8.601375	5.390637	6.011818	6.409353
MB-7155	1	5.03440	High	YES	4	Negative	NEUTRAL	10	41.14	149.7666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.20	NA	8.977878	5.686148	5.860168	7.939880	6.951772	5.338637	6.798827	5.499668
MB-7157	2	4.03800	High	NO	4	Positve	NEUTRAL	8	56.86	219.6333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	19.00	NA	11.047865	11.489353	11.998372	10.632563	12.225921	8.238759	5.772829	7.149098
MB-7158	16	6.05800	High	YES	4	Negative	NEUTRAL	4ER-	50.73	46.4333333	DECEASED	claudin-low	ER-/HER2-	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	29.00	NA	10.638856	6.192290	5.448359	6.068316	8.979778	5.241411	5.843940	6.473183
MB-7159	0	4.06800	High	YES	4	Negative	NEUTRAL	10	60.45	21.9333333	DECEASED	Basal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	34.00	NA	9.506075	6.494697	7.209885	6.449763	7.060740	5.240536	5.960086	5.652121
MB-7160	0	4.04600	High	NO	4	Positve	GAIN	9	51.34	148.0666667	LIVING	Her2	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	NA	12.190168	9.848668	12.082211	10.163809	11.413426	7.388412	6.059898	6.882962
MB-7161	5	5.09200	Low	NO	4	Positve	GAIN	6	47.67	121.5333333	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	46.00	NA	10.981449	10.223158	11.631322	10.811840	11.370994	5.919187	5.794484	6.210207
MB-7162	0	2.02760	Moderate	NO	4	Positve	NEUTRAL	3	59.84	140.2000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	13.80	NA	10.477443	11.507858	11.897424	10.388171	12.765542	7.888218	6.026150	6.387873
MB-7163	15	5.06000	Moderate	YES	4	Negative	NEUTRAL	3	43.81	52.6333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	NA	10.990295	9.705585	11.736978	10.594938	12.751625	6.727055	5.768015	5.988225
MB-7164	2	3.03140	High	NO	4	Positve	NEUTRAL	3	49.13	211.4000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	15.70	NA	11.182109	9.865391	11.967090	10.607464	12.376097	6.320895	5.480363	6.126360
MB-7165	1	5.36400	High	YES	4	Negative	NEUTRAL	10	28.78	147.1666667	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	182.00	NA	9.507019	5.426713	7.179491	7.674084	9.213541	5.229264	6.407379	7.921411
MB-7167	0	3.17000	High	NO	4	Positve	NEUTRAL	8	43.26	141.0333333	LIVING	Her2	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	85.00	NA	10.444400	9.608247	11.174019	10.205956	11.860152	7.792741	6.128875	6.567905
MB-7168	0	4.05000	Low	NO	4	Positve	NEUTRAL	7	60.33	150.5000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	NA	10.298221	10.877625	11.195729	10.829508	11.996056	5.997537	5.880827	6.324752
MB-7170	0	3.04000	High	NO	4	Positve	NEUTRAL	4ER+	58.56	155.4000000	LIVING	LumA	NA	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	NA	11.288661	11.078379	12.071218	10.412796	12.583355	5.375771	5.423796	6.016525
MB-7171	3	5.06200	High	NO	4	Positve	NEUTRAL	9	71.82	160.4000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	31.00	NA	9.978897	12.747643	11.834965	9.321887	12.605021	8.901068	6.263869	6.810578
MB-7172	3	4.03660	High	NO	4	Positve	NEUTRAL	8	62.70	149.3000000	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.30	NA	10.101839	11.518980	11.969500	10.655325	13.214483	9.927964	5.920278	6.507738
MB-7173	0	3.04320	High	NO	4	Positve	NEUTRAL	8	67.40	63.5333333	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Negative	2	21.60	NA	11.115243	11.590197	12.138215	10.025011	13.026332	5.292300	5.577076	6.199958
MB-7176	1	4.05700	High	NO	4	Positve	NEUTRAL	8	50.51	194.4000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	28.50	NA	10.180237	9.751524	11.843878	9.918057	12.334016	8.181451	5.859492	5.960231
MB-7181	1	5.04200	High	NO	4	Positve	GAIN	1	63.09	157.5333333	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	21.00	NA	12.176101	11.506802	11.986318	10.777218	12.562272	5.408853	6.673411	5.954597
MB-7182	0	4.05400	Moderate	YES	4	Positve	NEUTRAL	9	58.26	49.4666667	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	NA	10.572731	9.464584	11.719767	10.735919	11.680777	5.599638	6.001619	6.710131
MB-7185	8	5.03240	High	NO	4	Positve	NEUTRAL	8	70.76	125.0333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.20	NA	11.485468	11.949865	12.333075	10.844879	12.708275	6.465373	5.635878	6.495243
MB-7186	6	5.06600	High	NO	4	Positve	NEUTRAL	7	48.92	4.8666667	LIVING	LumB	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	33.00	NA	10.196817	11.630177	11.714173	11.117038	13.067305	7.540037	6.024609	6.473652
MB-7187	0	3.00460	Moderate	YES	4	Negative	GAIN	5	49.35	146.8333333	DECEASED	Normal	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	2.30	NA	14.345224	7.389621	11.096503	8.364964	11.976838	5.238338	5.420181	6.112435
MB-7188	NA	1.05000	High	NO	4	Positve	NEUTRAL	7	68.45	188.1666667	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	YES	Invasive Breast Carcinoma	Negative	Positive	NA	25.00	NA	11.304689	12.296136	12.106139	10.253819	12.703167	6.575270	6.146612	6.081657
MB-7189	1	4.04200	High	YES	4	Positve	LOSS	1	58.75	143.6000000	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	21.00	NA	9.424651	11.050258	11.212084	10.457037	11.540186	5.361671	6.309557	6.940531
MB-7193	0	4.03040	Moderate	NO	4	Positve	GAIN	6	76.65	87.4666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	15.20	NA	10.169749	11.802523	10.930065	9.895860	10.469161	6.555023	6.000993	5.531105
MB-7194	0	3.04300	High	YES	4	Positve	NEUTRAL	2	63.71	46.6666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	21.50	NA	10.920432	12.581872	12.081189	11.243722	13.375882	5.263001	5.872202	6.232780
MB-7195	0	3.05000	Moderate	NO	4	Positve	NEUTRAL	8	72.99	80.4333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	25.00	NA	10.906170	11.505561	11.942555	10.419051	11.991815	8.511932	6.027719	6.746982
MB-7196	4	6.15000	High	NO	4	Positve	NEUTRAL	9	67.99	107.1000000	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	75.00	NA	10.481799	12.399851	11.009605	8.980778	10.876635	6.969658	6.690593	5.611784
MB-7197	1	4.04000	High	NO	4	Positve	NEUTRAL	8	70.58	187.8666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	NA	11.031463	12.224842	11.764076	10.311662	12.712830	5.840054	5.620767	6.466148
MB-7198	0	4.08000	High	NO	4	Positve	NEUTRAL	6	67.89	16.7333333	DECEASED	Basal	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	40.00	NA	10.523381	10.303005	11.052184	9.392862	10.778917	5.996609	6.033319	5.563257
MB-7199	1	4.04000	High	NO	4	Positve	NEUTRAL	8	81.14	76.0000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	20.00	NA	6.919154	12.200764	12.012950	11.414305	12.225549	5.443668	6.094097	6.463675
MB-7200	0	4.04600	Moderate	NO	4	Positve	NEUTRAL	8	71.69	97.6000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	23.00	NA	10.613229	11.983744	12.214184	10.658682	12.125376	6.799432	5.962510	6.792932
MB-7201	0	3.03200	High	NO	4	Positve	NEUTRAL	3	62.07	163.4333333	LIVING	claudin-low	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	16.00	NA	8.952810	7.202393	10.601428	7.797484	11.885431	5.828605	6.248175	6.359150
MB-7205	2	5.05000	Moderate	YES	4	Negative	NEUTRAL	10	38.17	166.0333333	LIVING	Basal	ER-/HER2-	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	NA	9.852686	5.678534	6.200871	7.908487	7.803524	5.205989	5.608271	6.625930
MB-7207	1	2.06000	NA	YES	4	Negative	GAIN	1	43.28	55.7333333	DECEASED	Her2	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	NA	30.00	NA	14.211650	6.073126	11.042409	8.288896	11.417959	5.323448	5.785634	6.676707
MB-7208	9	6.06220	High	YES	4	Negative	NEUTRAL	10	48.83	45.9333333	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	31.10	NA	9.698477	5.660023	11.111716	6.952731	11.008807	5.199927	5.420085	5.793151
MB-7212	0	4.02860	High	NO	4	Positve	GAIN	3	62.26	52.5000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	3	14.30	NA	10.967056	10.790629	11.614709	10.268544	12.137813	5.873944	5.877602	6.786717
MB-7215	2	4.03100	Moderate	NO	4	Positve	NEUTRAL	4ER+	60.15	208.9666667	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	15.50	NA	9.996428	9.173349	11.036760	10.044159	11.548233	5.616339	5.921396	6.027426
MB-7216	0	3.04000	Moderate	NO	4	Positve	NEUTRAL	4ER+	79.23	207.4666667	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Lobular Carcinoma	Negative	Positive	2	20.00	NA	9.370633	12.367449	12.825095	10.783039	12.080722	8.370644	5.849376	6.147224
MB-7217	0	1.02000	Low	NO	4	Positve	NEUTRAL	3	62.61	90.4000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	10.00	NA	10.212731	10.133854	11.435827	9.704378	12.141922	8.385297	6.137989	6.024325
MB-7218	2	3.02520	Moderate	NO	4	Positve	NEUTRAL	3	57.87	165.4333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	1	12.60	NA	10.858189	11.396664	11.827621	9.615323	12.648640	6.744561	6.041473	6.355853
MB-7219	1	3.02500	High	NO	4	Positve	NEUTRAL	8	60.07	165.2000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	12.50	NA	10.325557	10.189660	11.294957	10.392502	11.821404	6.453661	5.924414	7.130410
MB-7220	0	3.05020	Moderate	NO	4	Positve	NEUTRAL	8	70.97	183.2000000	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.10	NA	10.826636	9.600340	11.703855	11.113634	12.304209	7.322763	5.849225	5.840046
MB-7225	3	5.07600	High	YES	4	Negative	GAIN	10	49.61	55.0000000	DECEASED	Basal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	38.00	NA	10.323953	5.488900	5.427564	6.826588	7.599868	5.570344	5.759104	6.687609
MB-7226	3	5.03520	High	YES	4	Positve	GAIN	6	67.88	53.3666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	17.60	NA	10.338320	11.423591	11.490897	11.409350	12.252939	5.336258	5.685900	6.338750
MB-7227	0	3.03400	Moderate	NO	4	Positve	NEUTRAL	3	72.66	63.2000000	DECEASED	Normal	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	17.00	NA	11.128896	10.070882	12.220286	10.176961	12.074116	5.196191	6.040576	5.703869
MB-7228	6	5.07000	Low	NO	4	Positve	GAIN	7	58.92	239.1666667	LIVING	Normal	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	35.00	NA	9.578361	10.818036	10.932150	9.066434	11.507888	7.499814	5.866889	6.645001
MB-7229	1	5.05800	High	NO	4	Positve	NEUTRAL	8	73.52	111.6000000	DECEASED	LumA	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Mixed Ductal and Lobular Carcinoma	Negative	Positive	3	29.00	NA	10.518193	12.216341	12.283191	9.902799	12.615112	8.482966	6.012906	6.329383
MB-7230	0	3.03000	Moderate	NO	4	Positve	NEUTRAL	3	51.45	182.6000000	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	NA	10.840440	10.092772	12.332136	10.199383	11.836303	6.564597	6.079745	6.763354
MB-7231	0	1.07600	Moderate	NO	4	Positve	NEUTRAL	4ER+	68.41	199.0333333	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	38.00	NA	10.481865	11.523817	12.476865	11.021837	12.033122	7.141554	5.725098	6.483284
MB-7232	0	3.00424	High	NO	4	Positve	NEUTRAL	8	58.37	177.6000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	2.12	NA	10.592564	12.300091	12.355500	10.203184	12.933263	8.633205	6.158455	6.087561
MB-7233	0	3.04260	Moderate	NO	4	Positve	NEUTRAL	8	74.76	222.0333333	DECEASED	Her2	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	21.30	NA	10.647910	10.688271	10.947265	10.991156	12.302323	6.545356	5.325583	6.672200
MB-7234	0	4.01600	High	NO	4	Positve	NEUTRAL	6	63.43	222.2000000	LIVING	LumB	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	8.00	NA	11.148867	12.058733	12.743989	11.429651	13.403691	5.601614	5.248892	7.039535
MB-7235	2	4.04000	High	NO	4	Positve	GAIN	8	62.45	170.8000000	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast	Negative	Positive	2	20.00	NA	11.241157	11.854216	11.860498	10.676374	11.966185	5.898537	5.863743	6.665209
MB-7236	5	5.04464	Moderate	NO	4	Positve	GAIN	8	51.46	201.4666667	DECEASED	LumB	ER+/HER2- Low Prolif	Died of Other Causes	YES	Invasive Breast Carcinoma	Negative	Positive	2	22.32	NA	10.437523	11.675056	11.547221	10.040481	11.893252	7.007133	5.512939	6.351813
MB-7237	8	5.03600	Moderate	NO	4	Positve	GAIN	9	77.37	23.9333333	DECEASED	NC	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	18.00	NA	11.007182	9.879010	10.749515	10.594228	12.119799	6.259103	5.678203	6.518297
MB-7238	0	4.05400	High	NO	4	Positve	NEUTRAL	8	71.11	23.2666667	DECEASED	Her2	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	27.00	NA	10.370414	9.520532	11.426720	10.110271	12.080146	5.390623	5.560965	5.771310
MB-7241	1	4.04600	Moderate	NO	4	Positve	NEUTRAL	7	47.85	171.1000000	LIVING	LumB	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	23.00	NA	10.164739	10.314297	11.210333	9.876391	11.900311	8.036838	5.800553	6.398091
MB-7243	0	2.03400	Moderate	NO	4	Positve	NEUTRAL	8	78.89	148.8000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	1	17.00	NA	10.789072	12.332238	12.054590	10.365671	11.863339	5.696426	6.187351	6.647532
MB-7244	1	3.02400	Moderate	NO	4	Positve	NEUTRAL	8	54.81	184.1666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	12.00	NA	10.231778	10.277731	11.466506	9.388437	12.141119	8.368361	5.451017	6.711337
MB-7249	0	1.04200	Low	NO	4	Positve	GAIN	8	75.13	58.6666667	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	NA	21.00	NA	10.310930	10.374522	12.106903	10.268724	12.313457	8.923735	6.265270	6.330932
MB-7250	0	4.03540	Moderate	NO	4	Negative	GAIN	5	48.45	51.0000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	17.70	NA	12.966705	6.143563	10.481463	7.223465	11.171012	5.285067	5.584207	5.472181
MB-7251	5	6.03094	Moderate	NO	4	Positve	GAIN	5	54.66	21.5666667	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	15.47	NA	14.224677	6.552171	11.608118	9.574542	11.280612	5.078956	5.385871	6.921696
MB-7252	5	6.07000	High	NO	4	Positve	GAIN	4ER+	74.80	35.7000000	DECEASED	Her2	ER-/HER2-	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	NA	11.897243	7.238029	10.336336	9.021718	11.416511	5.086340	5.478068	5.952922
MB-7253	0	3.05000	High	NO	4	Positve	NEUTRAL	3	69.72	59.9666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	2	25.00	NA	10.471942	11.673338	11.682280	11.020112	12.043363	5.271667	6.592135	6.071893
MB-7254	2	4.04600	Moderate	NO	4	Positve	NEUTRAL	8	62.46	192.2000000	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	23.00	NA	10.586675	11.043022	11.450748	10.089724	11.952421	6.130183	6.330172	6.733529
MB-7256	17	5.08000	High	YES	4	Negative	GAIN	5	50.92	34.7000000	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	2	40.00	NA	14.464282	6.425775	11.123834	8.570476	12.386091	5.356381	6.480691	6.107157
MB-7258	6	6.06000	High	YES	4	Negative	NEUTRAL	10	45.11	15.0666667	DECEASED	Basal	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	30.00	NA	10.327789	5.375974	9.108558	7.288036	9.745337	5.247784	6.111693	5.660665
MB-7260	7	6.04830	Moderate	YES	4	Negative	GAIN	5	52.41	31.1666667	LIVING	Her2	HER2+	Living	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	24.15	NA	14.454830	8.127766	11.297841	10.165911	11.861138	5.574582	5.964692	5.652373
MB-7262	1	5.08000	Moderate	NO	4	Positve	NEUTRAL	9	83.80	104.0333333	DECEASED	Her2	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	40.00	NA	9.517195	8.193330	11.866097	10.584890	11.173552	5.593963	6.268918	7.864927
MB-7263	2	4.06000	High	NO	4	Positve	GAIN	9	63.89	164.9666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	NA	10.587000	11.637327	12.011523	10.609792	12.307888	7.443469	5.652748	6.719375
MB-7264	11	6.07000	Moderate	NO	4	Positve	NEUTRAL	4ER+	60.57	42.9666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	35.00	NA	9.898012	11.563569	10.707513	9.646277	11.567994	5.534383	6.195857	5.967712
MB-7266	1	3.08000	Moderate	NO	4	Positve	NEUTRAL	9	59.82	68.1666667	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	40.00	NA	10.260601	11.886409	11.363868	10.789442	13.284046	6.266055	6.021933	6.199567
MB-7267	3	5.04100	Moderate	YES	4	Negative	GAIN	10	28.37	195.3666667	DECEASED	Basal	NA	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.50	NA	9.413817	5.623989	5.969946	6.643888	6.427479	5.535405	5.571594	5.547733
MB-7268	1	5.10000	Moderate	NO	4	Positve	LOSS	8	34.64	227.4666667	LIVING	LumA	ER+/HER2- High Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	50.00	NA	10.418409	10.113687	12.278028	9.572906	12.718185	8.036866	6.148911	6.229037
MB-7269	2	5.05000	Moderate	YES	4	Negative	GAIN	10	36.60	21.1666667	DECEASED	Basal	ER-/HER2-	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	NA	11.532133	7.121643	6.905075	6.148473	6.717019	5.230989	6.230033	5.768024
MB-7270	1	5.03200	High	YES	4	Negative	NEUTRAL	10	50.84	175.1666667	LIVING	Basal	ER-/HER2-	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	16.00	NA	9.515256	5.996827	10.685767	7.574704	9.210209	5.261880	5.724471	6.981713
MB-7273	1	5.04000	High	YES	4	Negative	GAIN	5	47.47	208.2000000	LIVING	Her2	HER2+	Living	YES	Breast Invasive Lobular Carcinoma	Positive	Negative	3	20.00	NA	13.401624	5.815046	11.119795	7.893301	11.532189	5.283706	5.738257	6.647040
MB-7275	3	5.04000	High	YES	4	Negative	GAIN	5	30.02	44.4000000	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	3	20.00	NA	13.040002	7.656224	10.987846	8.821133	11.327396	6.946658	6.218838	6.375379
MB-7276	4	4.04000	High	NO	4	Positve	NEUTRAL	8	61.27	185.3333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	1	20.00	NA	10.608854	12.629817	12.280125	10.325243	12.249674	7.645411	6.228934	6.596795
MB-7277	3	4.06000	High	NO	4	Positve	NEUTRAL	8	56.78	187.0333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	30.00	NA	9.975649	10.694562	11.244035	10.366285	12.046000	8.343770	5.616130	6.268106
MB-7278	1	4.03000	High	NO	4	Positve	NEUTRAL	3	67.89	241.3000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	NA	10.305518	11.600082	11.746321	9.621454	11.902300	7.217445	6.159233	6.220230
MB-7279	3	4.10000	High	NO	4	Positve	GAIN	9	86.14	21.3000000	DECEASED	Her2	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	50.00	NA	12.237637	9.377438	11.456438	9.369561	12.027578	6.495096	5.314675	6.568044
MB-7280	6	5.08000	High	NO	4	Positve	NEUTRAL	7	63.50	195.5333333	LIVING	LumA	ER+/HER2- High Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	40.00	NA	10.689418	10.935417	11.350294	11.016023	11.667261	6.348263	6.213980	6.133767
MB-7281	3	5.03200	Moderate	YES	4	Positve	GAIN	5	51.22	49.5333333	DECEASED	Her2	HER2+	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	16.00	NA	12.545156	6.074817	11.029630	7.084129	10.737725	5.218277	5.856297	6.423540
MB-7283	33	5.06000	Moderate	YES	4	Positve	LOSS	6	54.42	28.8666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Lobular Carcinoma	Negative	Negative	2	30.00	NA	10.864729	11.424278	12.106893	11.230719	12.197105	5.372668	5.700589	5.964566
MB-7284	1	5.03000	High	NO	4	Positve	NEUTRAL	6	61.23	203.0000000	DECEASED	LumA	ER+/HER2- Low Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	15.00	NA	11.095101	11.528538	11.351026	11.173061	12.657888	5.487836	5.402141	6.402355
MB-7285	3	4.04000	Moderate	NO	4	Positve	GAIN	6	53.14	109.0000000	DECEASED	claudin-low	ER+/HER2- Low Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	20.00	NA	10.300250	9.699313	10.399409	8.780934	11.214563	6.020592	5.861783	6.461282
MB-7286	3	5.05000	High	NO	4	Positve	NEUTRAL	3	66.48	158.6333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Negative	3	25.00	NA	10.475695	11.628490	11.990302	10.693677	12.580792	5.570690	6.542352	6.624382
MB-7287	10	6.06000	Moderate	NO	4	Positve	GAIN	5	63.09	96.9666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Positive	3	30.00	NA	13.931983	10.559880	10.852352	9.715295	11.884542	5.823160	5.338322	6.559329
MB-7288	8	5.06000	High	NO	4	Positve	NEUTRAL	8	55.70	27.0666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	2	30.00	NA	11.031849	9.744005	11.852625	9.978794	11.980623	5.481691	6.303714	6.145720
MB-7289	5	5.13000	Moderate	NO	4	Positve	GAIN	4ER+	51.87	126.6666667	DECEASED	Normal	ER+/HER2- Low Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	65.00	NA	9.979783	8.690467	10.691575	8.691949	11.349036	6.673764	6.105810	6.297198
MB-7291	22	6.10000	High	NO	4	Positve	GAIN	1	53.87	6.8333333	DECEASED	claudin-low	HER2+	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Positive	Negative	3	50.00	NA	12.600238	6.096158	10.298983	8.116684	10.747426	5.260572	5.829438	6.351516
MB-7292	1	4.03000	High	NO	4	Positve	GAIN	6	52.90	78.4666667	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	NA	10.215534	9.565225	10.949128	8.844543	10.711007	6.946029	5.930059	6.230146
MB-7293	1	5.09000	High	NO	4	Positve	NEUTRAL	3	56.90	199.2333333	LIVING	LumA	ER+/HER2- Low Prolif	Living	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	3	45.00	NA	10.219154	10.879891	11.302246	9.551231	11.301274	6.431114	6.000993	5.791022
MB-7294	1	4.03000	High	NO	4	Positve	GAIN	1	59.20	82.7333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Disease	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	15.00	NA	10.846545	11.290976	11.075688	9.424235	11.567166	7.312247	6.190000	5.660943
MB-7295	1	5.05000	High	NO	4	Positve	NEUTRAL	3	43.10	196.8666667	LIVING	LumA	ER+/HER2- Low Prolif	Living	YES	Breast Invasive Lobular Carcinoma	Negative	Positive	3	25.00	NA	9.935178	9.591235	11.281194	9.207323	11.337601	7.984515	6.279207	6.753291
MB-7296	1	5.04000	High	NO	4	Positve	GAIN	5	42.88	44.7333333	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Positive	Negative	3	20.00	NA	13.753037	9.733986	11.532033	9.530390	11.626140	5.616082	5.999093	6.271912
MB-7297	45	6.05000	High	NO	4	Positve	NEUTRAL	1	62.90	175.9666667	DECEASED	LumB	NA	Died of Disease	YES	Breast Invasive Ductal Carcinoma	Negative	Positive	3	25.00	NA	10.228570	11.053198	11.482761	9.540589	11.180360	7.478069	6.192399	6.212256
MB-7298	12	5.05000	Moderate	NO	4	Positve	NEUTRAL	1	61.16	86.2333333	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	NO	Breast Invasive Ductal Carcinoma	Negative	Positive	2	25.00	NA	9.892589	11.055114	11.371176	10.365901	12.827069	8.282737	6.287254	6.466712
MB-7299	1	5.04000	High	NO	4	Positve	NEUTRAL	10	60.02	201.9000000	DECEASED	LumB	ER+/HER2- High Prolif	Died of Other Causes	YES	Breast Invasive Ductal Carcinoma	Negative	Negative	3	20.00	NA	10.227787	10.696475	10.867527	9.749368	9.847856	5.533486	6.208784	6.180511

This plot list object is really only a specification for how ggplot2 should create the plot. ggplot2 only renders the plot when we ask it to by printing it out to the screen by typing print(plot) or simply just plot.

We haven’t added any layers yet so what does our plot look like at this point?

plot

ggplot2 doesn’t know what to plot yet as we haven’t added a layer (geom).

plot$mapping

Aesthetic mapping: 
<empty>

plot$layers

list()

Lets add an aesthetic mapping.

plot <- metabric |> ggplot(mapping = aes(x = NPI, y = ESR1, colour = ER_IHC))
plot

ggplot2 has automatically added scales for x and y based on the ranges of values for the Nottingham prognostic index and ESR1 expression. Still nothing has been plotted as we haven’t yet specified the type of plot (geom) to add as a layer.

plot$mapping

Aesthetic mapping: 
* `x`      -> `NPI`
* `y`      -> `ESR1`
* `colour` -> `ER_IHC`

plot$layers

list()

Finally, let’s add a geom_point and geom_smooth layers to create a scatter plot.

plot <- plot + 
  geom_point(size = 0.6, alpha = 0.5) +
  geom_smooth(method = "lm") 
plot

`geom_smooth()` using formula = 'y ~ x'

plot$layers

[[1]]
geom_point: na.rm = FALSE
stat_identity: na.rm = FALSE
position_identity 

[[2]]
geom_smooth: na.rm = FALSE, orientation = NA, se = TRUE
stat_smooth: na.rm = FALSE, orientation = NA, se = TRUE, method = lm
position_identity 

We touched on statistical transformations earlier. The stat associated with a geom_point is stat_identity which leaves values unchanged. In the case of a scatter plot, we already have the x and y values – they don’t need to be transformed, just plotted on the x and y axes. On the other hand, the stat associated with a geom_smooth is stat_smooth which uses a linear function for smoothing.

Customizing Plots - continued

Scales

One of the components of the plot is called scales. ggplot2 automatically adds default scales behind the scene equivalent to the following:

plot <- metabric |> 
  ggplot(mapping = aes(x = NPI, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.6, alpha = 0.5) +
  geom_smooth(method = "lm") +
  scale_x_continuous() +
  scale_y_continuous() +
  scale_colour_discrete()

Note that we have three aesthetics and ggplot2 adds a scale for each.

plot$mapping

Aesthetic mapping: 
* `x`      -> `NPI`
* `y`      -> `ESR1`
* `colour` -> `ER_IHC`

The x and y variables (NPI and ESR1) are continuous so ggplot2 adds a continuous scale for each. ER_IHC is a discrete variable in this case so ggplot2 adds a discrete scale for colour.

Generalizing, the scales that are required follow the naming scheme:

scale_<NAME_OF_AESTHETIC>_<NAME_OF_SCALE>

Look at the help page for scale_y_continuous to see what we can change about the y-axis scale.

First we’ll change the breaks, i.e. where ggplot2 puts ticks and numeric labels, on the y axis.

metabric |> 
  ggplot(mapping = aes(x = NPI, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.6, alpha = 0.5) +
  geom_smooth(method = "lm") +
  scale_y_continuous(breaks = seq(5, 15, by = 2.5))

`geom_smooth()` using formula = 'y ~ x'

seq() is a useful function for generating regular sequences of numbers. In this case we wanted numbers from 5 to 15 going up in steps of 2.5.

seq(5, 15, by = 2.5)

[1]  5.0  7.5 10.0 12.5 15.0

We could do the same thing for the x axis using scale_x_continuous().

We can also adjust the extents of the x or y axis.

metabric |> 
  ggplot(mapping = aes(x = NPI, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.6, alpha = 0.5) +
  geom_smooth(method = "lm") +
  scale_y_continuous(breaks = seq(5, 15, by = 2.5), limits = c(4, 12))

`geom_smooth()` using formula = 'y ~ x'

Warning: Removed 163 rows containing non-finite outside the scale range
(`stat_smooth()`).

Warning: Removed 163 rows containing missing values or values outside the scale range
(`geom_point()`).

Here, just for demonstration purposes, we set the upper limit to be less than the largest values of ESR1 expression and ggplot2 warned us that some rows have been removed from the plot.

We can change the minor breaks, e.g. to add more lines that act as guides. These are shown as thin white lines when using the default theme.

metabric |> 
  ggplot(mapping = aes(x = NPI, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.6, alpha = 0.5) +
  geom_smooth(method = "lm") +
  scale_y_continuous(
    breaks = seq(5, 12.5, by = 2.5), 
    minor_breaks = seq(5, 13.5, 0.5), 
    limits = c(5, 13.5))

`geom_smooth()` using formula = 'y ~ x'

Or we can remove the minor breaks entirely.

metabric |> 
  ggplot(mapping = aes(x = NPI, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.6, alpha = 0.5) +
  geom_smooth(method = "lm") +
  scale_y_continuous(
    breaks = seq(6, 14, by = 2), 
    minor_breaks = NULL, 
    limits = c(5, 13.5))

`geom_smooth()` using formula = 'y ~ x'

Similarly we could remove all breaks entirely.

metabric |> 
  ggplot(mapping = aes(x = NPI, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.6, alpha = 0.5) +
  geom_smooth(method = "lm") +
  scale_y_continuous(breaks = NULL)

`geom_smooth()` using formula = 'y ~ x'

A more typical scenario would be to keep the breaks, because we want to display the ticks and their lables, but remove the grid lines. Somewhat confusingly the position of grid lines are controlled by a scale but preventing these from being displayed requires changing the theme. The theme controls the way in which non-data components are displayed – we’ll look at how these can be customized later. For now, though, here’s an example of turning off the display of all grid lines for major and minor breaks for both axes.

metabric |> 
  ggplot(mapping = aes(x = NPI, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.6, alpha = 0.5) +
  geom_smooth(method = "lm") +
  scale_y_continuous(breaks = seq(4, 14, by = 2), limits = c(4, 14)) +
  theme(panel.grid = element_blank())

`geom_smooth()` using formula = 'y ~ x'

By default, the scales are expanded by 5% of the range on either side. We can add or reduce the space as follows.

metabric |> 
  ggplot(mapping = aes(x = NPI, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.6, alpha = 0.5) +
  geom_smooth(method = "lm") +
  scale_x_continuous(expand = expansion(mult = 0.01)) +
  scale_y_continuous(expand = expansion(mult = 0.25))

`geom_smooth()` using formula = 'y ~ x'

Here we only added 1% (0.01) of the range of NPI values on either side along the x axis but we added 25% (0.25) of the range of ESR1 expression on either side along the y axis.

We can move the axis to the other side of the plot –- not sure why you’d want to do this but with ggplot2 just about anything is possible.

metabric |> 
  ggplot(mapping = aes(x = NPI, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.6, alpha = 0.5) +
  geom_smooth(method = "lm") +
  scale_x_continuous(position = "top")

`geom_smooth()` using formula = 'y ~ x'

Colours

The colour asthetic is used with a categorical variable, ER_IHC, in the scatter plots we’ve been customizing. The default colour scale used by ggplot2 for categorical variables is scale_colour_discrete. We can manually set the colours we wish to use using scale_colour_manual instead.

metabric |> 
  ggplot(mapping = aes(x = NPI, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.6, alpha = 0.5) +
  geom_smooth(method = "lm") +
  scale_colour_manual(values = c("dodgerblue2", "firebrick2"))

`geom_smooth()` using formula = 'y ~ x'

Setting colours manually is ok when we only have two or three categories but when we have a larger number it would be handy to be able to choose from a selection of carefully-constructed colour palettes. Helpfully, ggplot2 provides access to the ColorBrewer palettes through the functions scale_colour_brewer() and scale_fill_brewer().

metabric |> 
  ggplot(mapping = aes(x = NPI, y = ESR1, colour = THREEGENE)) + 
  geom_point(size = 0.6, alpha = 0.5, na.rm = TRUE) +
  scale_colour_brewer(palette = "Set1")

Look at the help page for scale_colour_brewer to see what other colour palettes are available and visit the ColorBrewer website to see what these look like.

Interestingly, you can set other attributes other than just the colours at the same time.

metabric |> 
  ggplot(mapping = aes(x = NPI, y = ESR1, colour = ER_IHC)) +
  geom_point(size = 0.6, alpha = 0.5) +
  geom_smooth(method = "lm") +
  scale_colour_manual(
    values = c("dodgerblue2", "firebrick2"), 
    labels = c("ER-negative", "ER-positive")) +
  labs(colour = NULL)  # remove legend title for colour now that the labels are self-explanatory

`geom_smooth()` using formula = 'y ~ x'

We have applied our own set of mappings from levels in the data to aesthetic values.

For continuous variables we may wish to be able to change the colours used in the colour gradient. To demonstrate this we’ll correct the Nottingham prognostic index (NPI) values and use this to colour points in the scatter plot of ESR1 vs GATA3 expression on a continuous scale.

# Nottingham_prognostic_index is incorrectly calculated in the data downloaded from cBioPortal
metabric <- metabric |> 
  mutate(NPI = 0.02 * TUMOR_SIZE + LYMPH_NODES_EXAMINED_POSITIVE + GRADE)

metabric |> 
  filter(!is.na(NPI)) |> 
  ggplot(mapping = aes(x = GATA3, y = ESR1, colour = NPI)) +
  geom_point(size = 0.5)

Higher NPI scores correspond to worse prognosis and lower chance of 5 year survival. We’ll emphasize those points on the scatter plot by adjusting our colour scale.

metabric |> 
  filter(!is.na(NPI)) |> 
  ggplot(mapping = aes(x = GATA3, y = ESR1, colour = NPI)) +
  geom_point(size = 0.75) +
  scale_colour_gradient(low = "white", high = "firebrick2")

In some cases it might make sense to specify two colour gradients either side of a mid-point.

metabric |> 
  filter(!is.na(NPI)) |> 
  ggplot(mapping = aes(x = GATA3, y = ESR1, colour = NPI)) +
  geom_point(size = 0.75) +
  scale_colour_gradient2(
    low = "dodgerblue1", 
    mid = "grey90", 
    high = "firebrick1", 
    midpoint = 4.5)

As before we can override the default labels and other aspects of the colour scale within the scale function.

metabric |> 
  filter(!is.na(NPI)) |> 
  ggplot(mapping = aes(x = GATA3, y = ESR1, colour = NPI)) +
  geom_point(size = 0.5) +
  scale_colour_gradient(
    low = "lightblue", high = "darkblue",
    name = "NPI Values",
    breaks = 2:6,
    limits = c(1.5, 6.5)
  )

Themes

Themes can be used to customize non-data components of a plot. Let’s create a plot showing the expression of estrogen receptor alpha (ESR1) for each of the Integrative cluster breast cancer subtypes.

# read in the METABRIC data, convert the INTCLUST variable into a
# categorical variable with the levels in the correct order, and select just
# the columns and rows we're going to use
metabric <- metabric |> 
  mutate(INTCLUST = factor(INTCLUST, levels = c("1", "2", "3", "4ER-", "4ER+", "5", "6", "7", "8", "9", "10"))) |> 
  mutate(THREEGENE = replace_na(THREEGENE, "Unclassified")) |> 
  select(PATIENT_ID, ER_IHC, PR_STATUS, THREEGENE, INTCLUST, ESR1) %>%
  filter(!is.na(INTCLUST), !is.na(ESR1))

# plot the ESR1 expression for each integrative cluster
plot <- metabric |> ggplot() +
  geom_boxplot(aes(x = INTCLUST, y = ESR1, fill = INTCLUST)) +
  labs(x = "Integrative cluster", y = "ESR1 expression")
plot

The default theme has the characteristic grey background which isn’t particularly suitable for printing on paper. We can change to one of a number of alternative themes available in the ggplot2 package, e.g. the black and white theme.

plot + theme_bw()

Each of these themes is really just a collection of attributes relating to how various non-data elements of the plot will be displayed. We can override any of these individual settings using the theme() function. A look at the help page (?theme) shows that there are a very large number of settings that you can change. The following example demonstrates a few of these.

plot +
  theme_bw() +
  theme(
    panel.grid.major.x = element_blank(),
    axis.ticks.x = element_blank(),
    legend.position = "none"
  )

Here’s another example that also involves customizing the labels, scales and colours.

metabric |> ggplot() +
  geom_bar(aes(x = THREEGENE, fill = ER_IHC)) +
  scale_y_continuous(limits = c(0, 700), breaks = seq(0, 700, 100), expand = expand_scale(mult = 0)) +
  scale_fill_manual(values = c("firebrick2", "dodgerblue2")) +
  labs(x = NULL, y = "samples", fill = "ER status") +
  theme_bw() +
  theme(
    panel.border = element_blank(),
    panel.grid = element_blank(),
    axis.ticks.x = element_blank(),
    axis.text.x = element_text(angle = 45, hjust = 1, vjust = 1),
    axis.line.y = element_line(),
    axis.ticks.length.y = unit(0.2, "cm"),
    legend.position = "bottom"
  )

Warning: `expand_scale()` was deprecated in ggplot2 3.3.0.
ℹ Please use `expansion()` instead.

The ggthemes package contains some extra themes and might be fun to check out. Here’s an example of a plot that uses the theme_gdocs theme that resembles the default look of charts in Google Docs.

library(ggthemes)
metabric |> 
  filter(THREEGENE == "HER2+") |> 
  ggplot(aes(x = PR_STATUS, y = ESR1)) +
  geom_boxplot() +
  geom_jitter(aes(colour = PR_STATUS), width = 0.25, alpha = 0.4, show.legend = FALSE) +
  scale_colour_brewer(palette = "Set1") +
  labs(x = "PR status", y = "ESR1 expression") +
  theme_gdocs()

Position adjustments

All geoms in ggplot2 have a position adjustment that can be set using the position argument. This has different effects for different types of plot but essentially this resolves how overlapping geoms are displayed.

For example, let’s consider the stacked bar plot we created earlier showing the numbers of patients in each of the 3-gene classifications subdivided by ER status. The default position value for geom_bar() is “stack” which is why the plot is shown as a stacked bar chart. An alternative way of representing these data would be to show separate bars for each ER status side-by-side by setting position = "dodge".

metabric |> ggplot() +
  geom_bar(aes(x = THREEGENE, fill = ER_IHC), position = "dodge") +
  scale_y_continuous(limits = c(0, 700), breaks = seq(0, 700, 100), expand = expand_scale(mult = 0)) +
  scale_fill_manual(values = c("firebrick2", "dodgerblue2")) +
  labs(x = NULL, y = "samples", fill = "ER status") +
  theme_bw() +
  theme(
    panel.border = element_blank(),
    panel.grid = element_blank(),
    axis.ticks.x = element_blank(),
    axis.text.x = element_text(angle = 45, hjust = 1, vjust = 1),
    axis.line.y = element_line(),
    axis.ticks.length.y = unit(0.2, "cm")
  )

Another position adjustment we’ve come across is geom_jitter(), which is just a convenient shortcut for geom_point(position = "jitter"). A variation on this, position_jitterdodge(), comes in handy when we are overlaying points on top of a box plot. We show an example of just such a plot in which first use postion = "jitter".

metabric |> 
  ggplot( aes(x = THREEGENE, y = ESR1, colour = PR_STATUS)) +
  geom_boxplot() +
  geom_point(position = "jitter", size = 0.5, alpha = 0.3) +
  labs(x = "3-gene classification", y = "ESR1 expression", colour = "PR status") +
  scale_color_brewer(palette = "Set1") +
  theme_minimal() +
  theme(
    panel.grid.major.x = element_blank(),
    axis.text.x = element_text(angle = 45, hjust = 1, vjust = 1),
    axis.ticks.x = element_blank()
  )

The PR-negative and PR-positive points have distinct colours but are overlapping in a way that is aesthetically displeasing. What we want is for the points to have both jitter and to be dodged in the same way as the boxes. With position_jitterdodge() we get a better looking plot.

metabric |> 
  ggplot( aes(x = THREEGENE, y = ESR1, colour = PR_STATUS)) +
  geom_boxplot() +
  geom_point(position = position_jitterdodge(), size = 0.5, alpha = 0.3) +
  labs(x = "3-gene classification", y = "ESR1 expression", colour = "PR status") +
  scale_color_brewer(palette = "Set1") +
  theme_minimal() +
  theme(
    panel.grid.major.x = element_blank(),
    axis.text.x = element_text(angle = 45, hjust = 1, vjust = 1),
    axis.ticks.x = element_blank()
  )